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ORCIDLuca Benini
Person information
- affiliation: University of Bologna, Italy
- affiliation: ETH Zurich, Switzerland
- affiliation (former): Università di Bologna, Italy
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2020 – today
- 2026
[j448]Mohsen Seyedkazemi Ardebili
, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
Elevating Datacenter Resilience with ThermADNet: A Thermal Anomaly Detection System. Future Gener. Comput. Syst. 179: 108311 (2026)- [j447]Davide Nadalini, Manuele Rusci, Elia Cereda, Luca Benini, Francesco Conti, Daniele Palossi:
Multimodal On-Device Learning for Monocular Depth Estimation on Ultralow-Power MCUs. IEEE Internet Things J. 13(4): 6587-6600 (2026) - [j446]Cristian Cioflan, Lukas Cavigelli, Manuele Rusci, Miguel de Prado, Luca Benini:
Efficient On-Device Domain Learning for Keyword Spotting on Ultra-Low-Power Platforms. IEEE Internet Things J. 13(6): 10301-10316 (2026) - [j445]Gianluca Bellocchi, Alessandro Capotondi, Luca Benini, Andrea Marongiu:
Richie: A Framework for Agile Design and Exploration of RISC-V-Based Accelerator-Rich Heterogeneous SoCs. IEEE Trans. Parallel Distributed Syst. 37(2): 533-547 (2026) - [i388]Luca Colagrande, Luca Benini:
Late Breaking Results: Boosting Efficient Dual-Issue Execution on Lightweight RISC-V Cores. CoRR abs/2601.17940 (2026) - [i387]Federico Villani, Christian Vogt, Luca Specht, Jero Schmid, Xiang Liu, Andrea Cossettini, Daniel Razansky, Luca Benini:
Validation of a Software-Defined 100-Gb/s RDMA Streaming Architecture for Ultrafast Optoacoustic and Ultrasound Imaging. CoRR abs/2601.18280 (2026) - [i386]Yanlong Chen, Amirhossein Habibian, Luca Benini, Yawei Li:
Gated Relational Alignment via Confidence-based Distillation for Efficient VLMs. CoRR abs/2601.22709 (2026) - [i385]Yuli Zhou, Qingxuan Chen, Luca Benini, Guolei Sun, Yawei Li:
Revisiting Adaptive Rounding with Vectorized Reparameterization for LLM Quantization. CoRR abs/2602.02151 (2026) - [i384]Jonas Kühne, Christian Vogt, Michele Magno, Luca Benini:
LEVIO: Lightweight Embedded Visual Inertial Odometry for Resource-Constrained Devices. CoRR abs/2602.03294 (2026) - 2025
- [j444]Vlad Niculescu, Tommaso Polonelli, Michele Magno, Luca Benini:
Ultra-Lightweight Collaborative SLAM for Robot Swarms. IEEE Access 13: 98278-98295 (2025) - [j443]Cristina Silvano, Daniele Ielmini, Fabrizio Ferrandi, Leandro Fiorin, Serena Curzel, Luca Benini, Francesco Conti, Angelo Garofalo, Cristian Zambelli, Enrico Calore, Sebastiano Fabio Schifano, Maurizio Palesi, Giuseppe Ascia, Davide Patti, Nicola Petra, Davide De Caro, Luciano Lavagno, Teodoro Urso, Valeria Cardellini, Gian Carlo Cardarilli, Robert Birke, Stefania Perri:
A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms. ACM Comput. Surv. 57(11): 286:1-286:39 (2025) - [j442]Angelo Garofalo, Luca Benini:
Leveraging RISC-V for HW/SW Codesign of Flexible and Efficient TinyML SoCs. IEEE Des. Test 42(5): 8-26 (2025) - [j441]Philip Wiese, Gamze Islamoglu, Moritz Scherer, Luka Macan, Victor Jean-Baptiste Jung, Alessio Burrello, Francesco Conti, Luca Benini:
Toward Attention-Based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow. IEEE Des. Test 42(5): 63-72 (2025) - [j440]Andrea Belano, Yvan Tortorella, Angelo Garofalo, Luca Benini, Davide Rossi, Francesco Conti:
A Flexible Template for Edge Generative AI With High-Accuracy Accelerated Softmax and GELU. IEEE J. Emerg. Sel. Topics Circuits Syst. 15(2): 200-216 (2025) - [j439]Giulio Malenza, Adriano Marques Garcia, Robert Birke, Luca Benini, Marco Aldinucci:
Analysis of Model Parallelism for AI Applications on a 64-core RV64 Server CPU. Int. J. Parallel Program. 53(4): 27 (2025) - [j438]Marco Giordano, Christoph Leitner, Christian Vogt, Luca Benini, Michele Magno:
PuLsE: Accurate and Robust Ultrasound-Based Continuous Heart-Rate Monitoring on a Wrist-Worn IoT Device. IEEE Internet Things J. 12(18): 36908-36925 (2025) - [j437]Jonas Kühne, Christian Vogt, Michele Magno, Luca Benini:
Efficient and Accurate Downfacing Visual-Inertial Odometry. IEEE Internet Things J. 12(22): 48376-48387 (2025) - [j436]Sergio Mazzola, Gabriele Ara, Thomas Benz, Björn Forsberg, Tommaso Cucinotta, Luca Benini:
Data-driven power modeling and monitoring via hardware performance counter tracking. J. Syst. Archit. 167: 103504 (2025) - [j435]Paul Scheffler, Thomas Benz, Viviane Potocnik, Tim Fischer, Luca Colagrande, Nils Wistoff, Yichao Zhang, Luca Bertaccini, Gianmarco Ottavi, Manuel Eggimann, Matheus A. Cavalcante, Gianna Paulin, Frank K. Gürkaynak, Davide Rossi, Luca Benini:
Occamy: A 432-Core Dual-Chiplet Dual-HBM2E 768-DP-GFLOP/s RISC-V System for 8-to-64-bit Dense and Sparse Computing in 12-nm FinFET. IEEE J. Solid State Circuits 60(4): 1324-1338 (2025) - [j434]Marian Verhelst, Luca Benini, Naveen Verma:
How to Keep Pushing ML Accelerator Performance? Know Your Rooflines! IEEE J. Solid State Circuits 60(6): 1888-1905 (2025) - [j433]Simone Benatti, Elisa Donati, Ali Moin, Marcello Zanghieri, Mattia Orlandi, Alessio Burrello, Fiorenzo Artoni, Silvestro Micera, Luca Benini, Jan M. Rabaey:
EMG Acquisition and Processing for Hand Movement Decoding on Embedded Systems: State of the Art and Challenges. Proc. IEEE 113(3): 256-286 (2025) - [j432]Paola Busia, Matteo Antonio Scrugli, Victor Jean-Baptiste Jung, Luca Benini, Paolo Meloni:
A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers. IEEE Trans. Biomed. Circuits Syst. 19(1): 142-152 (2025) - [j431]Lan Mei, Thorir Mar Ingolfsson, Cristian Cioflan, Victor Javier Kartsch Morinigo, Andrea Cossettini, Xiaying Wang, Luca Benini:
An Ultra-Low Power Wearable BMI System With Continual Learning Capabilities. IEEE Trans. Biomed. Circuits Syst. 19(3): 511-522 (2025) - [j430]Giusy Spacone, Sergei Vostrikov, Victor Javier Kartsch Morinigo, Simone Benatti, Luca Benini, Andrea Cossettini:
Tracking of Wrist and Hand Kinematics With Ultra Low Power Wearable A-Mode Ultrasound. IEEE Trans. Biomed. Circuits Syst. 19(3): 536-548 (2025) - [j429]Sebastian Frey, Mattia Alberto Lucchini, Victor Javier Kartsch Morinigo, Thorir Mar Ingolfsson, Andrea Helga Bernardi, Michael Segessenmann, Jakub Osieleniec, Simone Benatti, Luca Benini, Andrea Cossettini:
GAPses: Versatile Smart Glasses for Comfortable and Fully-Dry Acquisition and Parallel Ultra-Low-Power Processing of EEG and EOG. IEEE Trans. Biomed. Circuits Syst. 19(3): 616-628 (2025) - [j428]Thorir Mar Ingolfsson, Victor Javier Kartsch, Luca Benini, Andrea Cossettini:
A Wearable Ultra-Low-Power System for EEG-Based Speech-Imagery Interfaces. IEEE Trans. Biomed. Circuits Syst. 19(4): 743-755 (2025) - [j427]Victor Jean-Baptiste Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini:
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. IEEE Trans. Computers 74(2): 526-541 (2025) - [j426]Thomas Benz, Alessandro Ottaviano, Chaoqun Liang, Robert Balas, Angelo Garofalo, Francesco Restuccia, Alessandro Biondi, Davide Rossi, Luca Benini:
AXI-REALM: Safe, Modular and Lightweight Traffic Monitoring and Regulation for Heterogeneous Mixed-Criticality Systems. IEEE Trans. Computers 74(9): 3072-3086 (2025) - [j425]Yichao Zhang, Marco Bertuletti, Chi Zhang, Samuel Riedel, Diyou Shen, Bowen Wang, Alessandro Vanelli-Coralli, Luca Benini:
TeraPool: A Physical Design Aware, 1024 RISC-V Cores Shared-L1-Memory Scaled-Up Cluster Design With High Bandwidth Main Memory Link. IEEE Trans. Computers 74(11): 3667-3681 (2025) - [j424]Matteo Perotti, Samuel Riedel, Matheus A. Cavalcante, Luca Benini:
Spatz: Clustering Compact RISC-V-Based Vector Units to Maximize Computing Efficiency. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 44(7): 2488-2502 (2025) - [j423]Mohamed Amine Hamdi, Francesco Daghero, Giuseppe Maria Sarda, Josse Van Delm, Arne Symons, Luca Benini, Marian Verhelst, Daniele Jahier Pagliari, Alessio Burrello:
MATCH: Model-Aware TVM-Based Compilation for Heterogeneous Edge Devices. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 44(10): 3844-3857 (2025) - [j422]Mattia Sinigaglia, Amirhossein Kiamarzi, Marco Bertuletti, Luigi Ghionda, Mattia Orlandi, Riccardo Tedeschi, Aurora Di Giampietro, Yvan Tortorella, Luca Bertaccini, Simone Benatti, Giuseppe Tagliavini, Luca Benini, Francesco Conti, Davide Rossi:
Maestro: A 302 GFLOPS/W and 19.8GFLOPS RISC-V Vector-Tensor Architecture for Wearable Ultrasound Edge Computing. IEEE Trans. Circuits Syst. I Regul. Pap. 72(11): 6665-6678 (2025) - [j421]Angelo Garofalo, Alessandro Ottaviano, Matteo Perotti, Thomas Benz, Yvan Tortorella, Robert Balas, Michael Rogenmoser, Chi Zhang, Luca Bertaccini, Nils Wistoff, Maicol Ciani, Cyril Koenig, Mattia Sinigaglia, Luca Valente, Paul Scheffler, Manuel Eggimann, Matheus A. Cavalcante, Francesco Restuccia, Alessandro Biondi, Francesco Conti, Frank K. Gürkaynak, Davide Rossi, Luca Benini:
A Reliable, Time-Predictable Heterogeneous SoC for AI-Enhanced Mixed-Criticality Edge Applications. IEEE Trans. Circuits Syst. II Express Briefs 72(11): 1625-1629 (2025) - [j420]Michael Rogenmoser, Yvan Tortorella, Davide Rossi, Francesco Conti, Luca Benini:
Hybrid Modular Redundancy: Exploring Modular Redundancy Approaches in RISC-V Multi-core Computing Clusters for Reliable Processing in Space. ACM Trans. Cyber Phys. Syst. 9(1): 8:1-8:29 (2025) - [j419]Luca Colagrande, Luca Benini:
Taming Offload Overheads in a Massively Parallel Open-Source RISC-V MPSoC: Analysis and Optimization. IEEE Trans. Parallel Distributed Syst. 36(6): 1193-1205 (2025) - [j418]Luca Benfenati, Daniele Jahier Pagliari, Luca Zanatta, Yhorman Alexander Bedoya Velez, Andrea Acquaviva, Massimo Poncino, Enrico Macii, Luca Benini, Alessio Burrello:
Foundation Models for Structural Health Monitoring. IEEE Trans. Sustain. Comput. 10(6): 1103-1115 (2025) - [j417]Sudipta Das, Samuel Riedel, Mohamed Naeim, Moritz Brunion, Marco Bertuletti, Luca Benini, Julien Ryckaert, James Myers, Dwaipayan Biswas, Dragomir Milojevic:
Bandwidth-Latency-Thermal Co-Optimization of Interconnect-Dominated Many-Core 3D-IC. IEEE Trans. Very Large Scale Integr. Syst. 33(2): 346-357 (2025) - [j416]Tim Fischer, Michael Rogenmoser, Thomas Benz, Frank K. Gürkaynak, Luca Benini:
FlooNoC: A 645-Gb/s/link 0.15-pJ/B/hop Open-Source NoC With Wide Physical Links and End-to-End AXI4 Parallel Multistream Support. IEEE Trans. Very Large Scale Integr. Syst. 33(4): 1094-1107 (2025) - [j415]Marco Bertuletti, Yichao Zhang, Alessandro Vanelli-Coralli, Luca Benini:
A 66-Gb/s/5.5-W RISC-V Many-Core Cluster for 5G+ Software-Defined Radio Uplinks. IEEE Trans. Very Large Scale Integr. Syst. 33(8): 2225-2238 (2025) - [j414]Yuli Zhou, Guolei Sun, Yawei Li, Guo-Sen Xie, Luca Benini, Ender Konukoglu:
When SAM2 meets video camouflaged object segmentation: a comprehensive evaluation and adaptation. Vis. Intell. 3(1) (2025) - [c967]Luca Benfenati, Sofia Belloni, Alessio Burrello, Panagiotis Kasnesis, Xiaying Wang, Luca Benini, Massimo Poncino, Enrico Macii, Daniele Jahier Pagliari:
EnhancePPG: Improving PPG-based Heart Rate Estimation with Self-Supervision and Augmentation. AICAS 2025: 1-5 - [c966]Luca Colagrande, Luca Benini:
A Multicast-Capable AXI Crossbar for Many-core Machine Learning Accelerators. AICAS 2025: 1-5 - [c965]Run Wang, Gamze Islamoglu, Andrea Belano, Viviane Potocnik, Francesco Conti, Angelo Garofalo, Luca Benini:
VEXP: A Low-Cost RISC-V ISA Extension for Accelerated Softmax Computation in Transformers. ARITH 2025: 37-44 - [c964]Bowen Wang, Marco Bertuletti, Yichao Zhang, Victor J. B. Jung, Luca Benini:
A Dynamic Allocation Scheme for Adaptive Shared-Memory Mapping on Kilo-Core RV Clusters for Attention-Based Model Deployment. ASAP 2025: 9-16 - [c963]Gamze Islamoglu, Luca Bertaccini, Arpan Suravi Prasad, Francesco Conti, Angelo Garofalo, Luca Benini:
MXDOTP: A RISC-V ISA Extension for Enabling Microscaling (MX) Floating-Point Dot Products. ASAP 2025: 81-84 - [c962]Zexin Fu, Riccardo Tedeschi, Gianmarco Ottavi, Nils Wistoff, César Fuguet, Davide Rossi, Luca Benini:
Ramping Up Open-Source RISC-V Cores: Assessing the Energy Efficiency of Superscalar, Out-of-Order Execution. CF 2025: 12-20 - [c961]Matteo Perotti, Vincenzo Maisto, Moritz Imfeld, Nils Wistoff, Alessandro Cilardo, Luca Benini:
AraOS: Analyzing the Impact of Virtual Memory Management on Vector Unit Performance. CF (Companion) 2025: 50-53 - [c960]Gianluca Bellocchi, Alessandro Capotondi, Luca Benini, Andrea Marongiu:
Enabling Fast System-Level Integration and Prototyping of Accelerator-Rich Platforms. CF (Companion) 2025: 54-57 - [c959]Danilo Cammarata, Matteo Perotti, Marco Bertuletti, Angelo Garofalo, Pasquale Davide Schiavone, David Atienza, Luca Benini:
Quadrilatero: A RISC-V programmable matrix coprocessor for low-power edge applications. CF (Companion) 2025: 66-69 - [c958]Philip Wiese, Maurus Item, Luca Bertaccini, Yvan Tortorella, Angelo Garofalo, Luca Benini:
RedMulE-FT: A Reconfigurable Fault-Tolerant Matrix Multiplication Engine. CF (Companion) 2025: 78-81 - [c957]Christopher Reinwardt, Robert Balas, Alessandro Ottaviano, Angelo Garofalo, Luca Benini:
CVA6-VMRT: A Modular Approach Towards Time-Predictable Virtual Memory in a 64-bit Application Class RISC-V Processor. CF 2025: 116-123 - [c956]Patrick Iff, Benigna Bruggmann, Blaise Morel, Maciej Besta, Luca Benini, Torsten Hoefler:
RapidChiplet: A Toolchain for Rapid Design Space Exploration of Inter-Chiplet Interconnects. CF 2025: 168-171 - [c955]Javier Jesus Poveda Rodrigo, Mohamed Amine Hamdi, Cyril Koenig, Alessio Burrello, Daniele Jahier Pagliari, Luca Benini:
POSTER: V-Seek: Optimizing LLM Reasoning on A Server-Class General-Purpose RISC-V Platform. CF 2025: 224-225 - [c954]Alexandre Lopoukhine, Federico Ficarelli, Christos Vasiladiotis, Anton Lydike, Josse Van Delm, Alban Dutilleul, Luca Benini, Marian Verhelst, Tobias Grosser:
A Multi-level Compiler Backend for Accelerated Micro-kernels Targeting RISC-V ISA Extensions. CGO 2025: 163-178 - [c953]Philip Wiese, Victor Javier Kartsch, Marco Guermandi, Luca Benini:
A Multi-Modal IoT Node for Energy-Efficient Environmental Monitoring with Edge AI Processing. COINS 2025: 1-7 - [c952]Feiyu Pan, Hao Fang, Fangkai Li, Yanyu Xu, Yawei Li, Luca Benini, Xiankai Lu:
Semantic and Sequential Alignment for Referring Video Object Segmentation. CVPR 2025: 19067-19076 - [c951]Marco Bertuletti, Yichao Zhang, Mahdi Abdollahpour, Samuel Riedel, Alessandro Vanelli-Coralli, Luca Benini:
Fast End-to-End Simulation and Exploration of Many-RISCV-Core Baseband Transceivers for Software-Defined Radio-Access Networks. DAC 2025: 1-7 - [c950]Luca Colagrande, Luca Benini:
Dual-Issue Execution of Mixed Integer and Floating-Point Workloads on Energy-Efficient In-Order RISC-V Cores. DAC 2025: 1-7 - [c949]Andrea Belano, Yvan Tortorella, Angelo Garofalo, Luca Benini, Davide Rossi, Francesco Conti:
SoftEx: A Low Power and Flexible Softmax Accelerator with Fast Approximate Exponentiation. DATE 2025: 1-2 - [c948]Severin Bochem, Victor J. B. Jung, Arpan Suravi Prasad, Francesco Conti, Luca Benini:
Distributed Inference with Minimal Off-Chip Traffic for Transformers on Low-Power MCUs. DATE 2025: 1-7 - [c947]Luca Colagrande, Jayanth Jonnalagadda, Luca Benini:
Late Breaking Results: A RISC-V ISA Extension for Chaining in Scalar Processors. DATE 2025: 1-2 - [c946]Cyril Koenig, Enrico Zelioli, Luca Benini:
Evaluating IOMMU-Based Shared Virtual Addressing for RISC-V Embedded Heterogeneous SoCs. DATE 2025: 1-7 - [c945]Lukas Krupp, Ian O'Connor, Luca Benini, Christoph Studer, Joachim Rodrigues, Norbert Wehn:
Improving Chip Design Enablement for Universities in Europe - A Position Paper. DATE 2025: 1-7 - [c944]Chaoqun Liang, Thomas Benz, Alessandro Ottaviano, Angelo Garofalo, Luca Benini, Davide Rossi:
Towards Reliable Systems: A Scalable Approach to AXI4 Transaction Monitoring. DATE 2025: 1-7 - [c943]Simone Manoni, Paul Scheffler, Luca Zanatta, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
SpikeStream: Accelerating Spiking Neural Network Inference on RISC-V Clusters with Sparse Computation Extensions. DATE 2025: 1-7 - [c942]Hong Pang, Carmine Cappetta, Riccardo Massa, Athanasios Vasilopoulos, Elena Ferro, Gamze Islamoglu, Angelo Garofalo, Francesco Conti, Luca Benini, Irem Boybat, Thomas Boesch:
Multi-Mode Borderguard Controllers for Efficient On-Chip Communication in Heterogeneous Digital/Analog Neural Processing Units. DATE 2025: 1-7 - [c941]Navaneeth Kunhi Purayil, Matteo Perotti, Tim Fischer, Luca Benini:
AraXL: A Physically Scalable, Ultra-Wide RISC-V Vector Processor Design for Fast and Efficient Computation on Long Vectors. DATE 2025: 1-7 - [c940]Diyou Shen, Yichao Zhang, Marco Bertuletti, Luca Benini:
TCDM Burst Access: Breaking the Bandwidth Barrier in Shared-L1 RVV Clusters Beyond 1000 FPUs. DATE 2025: 1-7 - [c939]Cristina Silvano, Fabrizio Ferrandi, Serena Curzel, Daniele Ielmini, Stefania Perri, Fanny Spagnolo, Pasquale Corsonello, Sebastiano Fabio Schifano, Cristian Zambelli, Angelo Garofalo, Francesco Conti, Luca Benini:
Multi-Partner Project: Architectures and Design Methodologies to Accelerate AI Workloads. The ICSC Flagship 2 Project. DATE 2025: 1-7 - [c938]Mikolaj Janusz, Tomasz Wojnar, Yawei Li, Luca Benini, Kamil Adamczewski:
One Shot vs. Iterative: Rethinking Pruning Strategies for Model Compression. ECAI 2025: 2514-2521 - [c937]Philippe Sauter, Thomas Benz, Paul Scheffler, Martin Poviser, Frank K. Gürkaynak, Luca Benini:
Basilisk: A 34mm² End-to-End Open-Source 64-bit Linux-Capable RISC-V SoC in 130nm BiCMOS : Integrated Systems Laboratory (ETH Zürich). HCS 2025: 1-14 - [c936]Lukas Schulthess, Philipp Mayer, Christian Vogt, Luca Benini, Michele Magno:
BodySense: An Expandable and Wearable-Sized Wireless Evaluation Platform for Human Body Communication. I2MTC 2025: 1-6 - [c935]Moritz Brunion, Navaneeth Kunhi Purayil, Francesco Dell'Atti, Sebastian Lam, Refik Bilgic, Mehdi B. Tahoori, Luca Benini, Julien Ryckaert:
Invited Paper: CMOS 2.0 - Redefining the Future of Scaling. ICCAD 2025: 1-8 - [c934]Arpan Suravi Prasad, Gamze Islamoglu, Luca Bertaccini, Davide Rossi, Francesco Conti, Luca Benini:
PACE-Lite: Compact and Efficient Piecewise Polynomial Approximation for Transformer Nonlinearity Acceleration. ICCD 2025: 111-118 - [c933]Navaneeth Kunhi Purayil, Diyou Shen, Matteo Perotti, Luca Benini:
TROOP: At-the-Roofline Performance for Vector Processors on Low Operational Intensity Workloads. ICCD 2025: 594-601 - [c932]Yichao Zhang, Zexin Fu, Tim Fischer, Yinrong Li, Marco Bertuletti, Luca Benini:
TeraNOC: A Multi-Channel 32-Bit Fine-Grained, Hybrid Mesh-Crossbar Noc for Efficient Scale-Up of 1000+ Core Shared-L1-Memory Clusters. ICCD 2025: 610-617 - [c931]Hang Guo, Yawei Li, Tao Dai, Shu-Tao Xia, Luca Benini:
IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models. ICML 2025 - [c930]Wei Huang, Haotong Qin, Yangdong Liu, Yawei Li, Qinshuo Liu, Xianglong Liu, Luca Benini, Michele Magno, Shiming Zhang, Xiaojuan Qi:
SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models. ICML 2025 - [c929]Cristian Cioflan, José Fonseca, Xiaying Wang, Luca Benini:
NanoHydra: Energy-Efficient Time-Series Classification at the Edge. IJCNN 2025: 1-7 - [c928]Thomas Rüegg, Marco Giordano, Tommaso Polonelli, Luca Benini, Michele Magno:
Nano VS: a Neural Perception Layer for Fully Onboard Visual Semantic Mapping on Tiny Robots. IJCNN 2025: 1-10 - [c927]Luca Colagrande, Lorenzo Leone, Maximilian Coco, Andrei Deaconeasa, Luca Benini:
Towards Zero-Stall Matrix Multiplication on Energy-Efficient RISC-V Clusters for Machine Learning Acceleration. ISLPED 2025: 1-7 - [c926]Luigi Ghionda, Riccardo Tedeschi, Yvan Tortorella, Arpan Suravi Prasad, Davide Rossi, Luca Benini, Francesco Conti:
HMR-NEureka: Hybrid Modular Redundancy DNN Acceleration in Heterogeneous RISC-V SoCs. ISVLSI 2025: 1-6 - [c925]Seyed Ahmad Mirsalari, Marco Fariselli, Léo Bijar, Francesco Paci, Luca Benini, Giuseppe Tagliavini:
Enabling Real-Time Streaming Temporal Convolution Network Inference on Ultra-Low-Power Microcontrollers. ISVLSI 2025: 1-6 - [c924]Arpan Suravi Prasad, Gamze Islamoglu, Luca Bertaccini, Davide Rossi, Francesco Conti, Luca Benini:
PACE: An Optimal Piecewise Polynomial Approximation Unit for Flexible and Efficient Transformer Non-linearity Acceleration. ISVLSI 2025: 1-6 - [c923]Jannis Schönleber, Lukas Cavigelli, Matteo Perotti, Luca Benini, Renzo Andri:
Stella Nera: A Differentiable Maddness-Based Hardware Accelerator for Efficient Approximate Matrix Multiplication. ISVLSI 2025: 1-6 - [c922]Chi Zhang, Luca Colagrande, Renzo Andri, Thomas Benz, Gamze Islamoglu, Alessandro Nadalini, Francesco Conti, Yawei Li, Luca Benini:
FlatAttention: Dataflow and Fabric Collectives Co-Optimization for Efficient Multi-Head Attention on Tile-Based Many-PE Accelerators. ISVLSI 2025: 1-6 - [c921]Soumyo Bhattacharjee, Federico Villani, Christian Vogt, Andrea Cossettini, Luca Benini:
ListenToJESD204B: A Lightweight Open-Source JESD204B IP Core for FPGA-Based Ultrasound Acquisition systems. IWASI 2025: 1-5 - [c920]Marco Giordano, Pietro Bonazzi, Luca Benini, Michele Magno:
Sub-Millisecond Event-Based Eye Tracking on a Resource-Constrained Microcontroller. IWASI 2025: 1-6 - [c919]Benjamin Hodo, Tommaso Polonelli, Amirhossein Moallemi, Luca Benini, Michele Magno:
EdgeCodec: Onboard Lightweight High Fidelity Neural Compressor with Residual Vector Quantization. IWASI 2025: 1-6 - [c918]Samuel Riedel, Yichao Zhang, Marco Bertuletti, Luca Benini:
Optimizing Scalable Multi-Cluster Architectures for Next-Generation Wireless Sensing and Communication. IWASI 2025: 1-6 - [c917]Massimo Micolitti, Pierangelo Maria Rapa, Davide Cassanelli, Luca Benini, Simone Benatti:
Unobtrusive Multimodal Driver Stress Detection from ECG and PPG Using TCNs. MetroAutomotive 2025: 85-90 - [c916]Francesco Daghero, Daniele Jahier Pagliari, Francesco Conti, Luca Benini, Massimo Poncino, Alessio Burrello:
Lightweight Software Kernels and Hardware Extensions for Efficient Sparse Deep Neural Networks on Microcontrollers. MLSys 2025 - [c915]Ruixiang Chen, Guolei Sun, Yawei Li, Jie Qin, Luca Benini:
HiM2SAM: Enhancing SAM2 with Hierarchical Motion Estimation and Memory Optimization towards Long-term Tracking. PRCV (16) 2025: 276-291 - [c914]Tobias Mächler, Hanna Müller, Philip Wiese, Michele Magno, Victor Javier Kartsch, Luca Benini:
A Small Flying IoT Node for Real-Time Spectral Monitoring in Smart Agriculture. SAS 2025: 1-6 - [c913]Andrei Ivanov, Siyuan Shen, Gioele Gottardo, Marcin Chrapek, Afif Boudaoud, Timo Schneider, Luca Benini, Torsten Hoefler:
PerfDojo: Automated ML Library Generation for Heterogeneous Architectures. SC 2025: 137-151 - [c912]Emanuele Venieri, Simone Manoni, Gabriele Ceccolini, Giacomo Madella, Federico Ficarelli, Daniele Gregori, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
Monte Cimone v2: HPC RISC-V Cluster Evaluation and Optimization. ISC 2025: 576-585 - [i383]Paul Scheffler, Thomas Benz, Viviane Potocnik, Tim Fischer, Luca Colagrande, Nils Wistoff, Yichao Zhang, Luca Bertaccini, Gianmarco Ottavi, Manuel Eggimann, Matheus A. Cavalcante, Gianna Paulin, Frank K. Gürkaynak, Davide Rossi, Luca Benini:
Occamy: A 432-Core Dual-Chiplet Dual-HBM2E 768-DP-GFLOP/s RISC-V System for 8-to-64-bit Dense and Sparse Computing in 12nm FinFET. CoRR abs/2501.07330 (2025) - [i382]Thomas Benz, Alessandro Ottaviano, Chaoqun Liang, Robert Balas, Angelo Garofalo, Francesco Restuccia, Alessandro Biondi, Davide Rossi, Luca Benini:
AXI-REALM: Safe, Modular and Lightweight Traffic Monitoring and Regulation for Heterogeneous Mixed-Criticality Systems. CoRR abs/2501.10161 (2025) - [i381]Navaneeth Kunhi Purayil, Matteo Perotti, Tim Fischer, Luca Benini:
AraXL: A Physically Scalable, Ultra-Wide RISC-V Vector Processor Design for Fast and Efficient Computation on Long Vectors. CoRR abs/2501.10301 (2025) - [i380]Alexandru Dimofte, Glenn Anta Bucagu, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Luca Benini, Yawei Li:
CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention. CoRR abs/2501.10885 (2025) - [i379]Diyou Shen, Yichao Zhang, Marco Bertuletti, Luca Benini:
TCDM Burst Access: Breaking the Bandwidth Barrier in Shared-L1 RVV Clusters Beyond 1000 FPUs. CoRR abs/2501.14370 (2025) - [i378]Chaoqun Liang, Thomas Benz, Alessandro Ottaviano, Angelo Garofalo, Luca Benini, Davide Rossi:
Towards Reliable Systems: A Scalable Approach to AXI4 Transaction Monitoring. CoRR abs/2501.17605 (2025) - [i377]Patrick Iff, Benigna Bruggmann, Maciej Besta, Luca Benini, Torsten Hoefler:
PlaceIT: Placement-based Inter-Chiplet Interconnect Topologies. CoRR abs/2502.01449 (2025) - [i376]Thomas Benz, Paul Scheffler, Nils Wistoff, Philippe Sauter, Beat Muheim, Luca Benini:
ArtistIC: An Open-Source Toolchain for Top-Metal IC Art and Ultra-High-Fidelity GDSII Renders. CoRR abs/2502.02626 (2025) - [i375]Alexandre Lopoukhine, Federico Ficarelli, Christos Vasiladiotis, Anton Lydike, Josse Van Delm, Alban Dutilleul, Luca Benini, Marian Verhelst, Tobias Grosser:
A Multi-level Compiler Backend for Accelerated Micro-kernels Targeting RISC-V ISA Extensions. CoRR abs/2502.04063 (2025) - [i374]Philippe Sauter, Thomas Benz, Paul Scheffler, Hannah Pochert, Luisa Wüthrich, Martin Poviser, Beat Muheim, Frank K. Gürkaynak, Luca Benini:
Croc: An End-to-End Open-Source Extensible RISC-V MCU Platform to Democratize Silicon. CoRR abs/2502.05090 (2025) - [i373]Anna Tegon, Thorir Mar Ingolfsson, Xiaying Wang, Luca Benini, Yawei Li:
FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model. CoRR abs/2502.06438 (2025) - [i372]Cyril Koenig, Enrico Zelioli, Luca Benini:
Evaluating IOMMU-Based Shared Virtual Addressing for RISC-V Embedded Heterogeneous SoCs. CoRR abs/2502.17398 (2025) - [i371]Bálint Tóth, Dominik Senti, Thorir Mar Ingolfsson, Jeffrey Zweidler, Alexandre Elsig, Luca Benini, Yawei Li:
Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation. CoRR abs/2502.17460 (2025) - [i370]Angelo Garofalo, Alessandro Ottaviano, Matteo Perotti, Thomas Benz, Yvan Tortorella, Robert Balas, Michael Rogenmoser, Chi Zhang, Luca Bertaccini, Nils Wistoff, Maicol Ciani, Cyril Koenig, Mattia Sinigaglia, Luca Valente, Paul Scheffler, Manuel Eggimann, Matheus A. Cavalcante, Francesco Restuccia, Alessandro Biondi, Francesco Conti, Frank K. Gürkaynak, Davide Rossi, Luca Benini:
A Reliable, Time-Predictable Heterogeneous SoC for AI-Enhanced Mixed-Criticality Edge Applications. CoRR abs/2502.18953 (2025) - [i369]Luca Colagrande, Luca Benini:
A Multicast-Capable AXI Crossbar for Many-core Machine Learning Accelerators. CoRR abs/2502.19215 (2025) - [i368]Mattia Sinigaglia, Amirhossein Kiamarzi, Marco Bertuletti, Luigi Ghionda, Mattia Orlandi, Riccardo Tedeschi, Aurora Di Giampietro, Yvan Tortorella, Luca Bertaccini, Simone Benatti, Giuseppe Tagliavini, Luca Benini, Francesco Conti, Davide Rossi:
Maestro: A 302 GFLOPS/W and 19.8GFLOPS RISC-V Vector-Tensor Architecture for Wearable Ultrasound Edge Computing. CoRR abs/2503.04581 (2025) - [i367]Francesco Daghero, Daniele Jahier Pagliari, Francesco Conti, Luca Benini, Massimo Poncino, Alessio Burrello:
Lightweight Software Kernels and Hardware Extensions for Efficient Sparse Deep Neural Networks on Microcontrollers. CoRR abs/2503.06183 (2025) - [i366]Chi Xu, Gefei Zhang, Yantong Zhu, Luca Benini, Guosheng Hu, Yawei Li, Zhihong Zhang:
Towards Extreme Pruning of LLMs with Plug-and-Play Mixed Sparsity. CoRR abs/2503.11164 (2025) - [i365]Lukas Schulthess, Philipp Mayer, Christian Vogt, Luca Benini, Michele Magno:
BodySense: An Expandable and Wearable-Sized Wireless Evaluation Platform for Human Body Communication. CoRR abs/2503.13462 (2025) - [i364]Javier J. Poveda Rodrigo, Mohamed Amine Ahmdi, Alessio Burrello, Daniele Jahier Pagliari, Luca Benini:
V-Seek: Accelerating LLM Reasoning on Open-hardware Server-class RISC-V Platforms. CoRR abs/2503.17422 (2025) - [i363]Lars Kröger, Cristian Cioflan, Victor Javier Kartsch, Luca Benini:
On-Device Federated Continual Learning on RISC-V-based Ultra-Low-Power SoC for Intelligent Nano-Drone Swarms. CoRR abs/2503.17436 (2025) - [i362]Yawei Li, Bin Ren, Jingyun Liang, Rakesh Ranjan, Mengyuan Liu, Nicu Sebe, Ming-Hsuan Yang, Luca Benini:
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration. CoRR abs/2503.17825 (2025) - [i361]Emanuele Venieri, Simone Manoni, Giacomo Madella, Federico Ficarelli, Daniele Gregori, Daniele Cesarini, Luca Benini, Andrea Bartolini:
Monte Cimone v2: Down the Road of RISC-V High-Performance Computers. CoRR abs/2503.18543 (2025) - [i360]Yuli Zhou, Guolei Sun, Yawei Li, Yuqian Fu, Luca Benini, Ender Konukoglu:
CamSAM2: Segment Anything Accurately in Camouflaged Videos. CoRR abs/2503.19730 (2025) - [i359]Luca Colagrande, Luca Benini:
Dual-Issue Execution of Mixed Integer and Floating-Point Workloads on Energy-Efficient In-Order RISC-V Cores. CoRR abs/2503.20590 (2025) - [i358]Luca Colagrande, Jayanth Jonnalagadda, Luca Benini:
Late Breaking Results: A RISC-V ISA Extension for Chaining in Scalar Processors. CoRR abs/2503.20609 (2025) - [i357]Yujie Chen, Haotong Qin, Zhang Zhang, Michelo Magno, Luca Benini, Yawei Li:
Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration. CoRR abs/2503.21970 (2025) - [i356]Hang Guo, Yawei Li, Taolin Zhang, Jiangshan Wang, Tao Dai, Shu-Tao Xia, Luca Benini:
FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning. CoRR abs/2503.23367 (2025) - [i355]Sergio Mazzola, Yichao Zhang, Marco Bertuletti, Diyou Shen, Luca Benini:
MemPool Flavors: Between Versatility and Specialization in a RISC-V Manycore Cluster. CoRR abs/2504.03675 (2025) - [i354]Victor J. B. Jung, Alessio Burrello, Francesco Conti, Luca Benini:
Fused-Tiled Layers: Minimizing Data Movement on RISC-V SoCs with Software-Managed Caches. CoRR abs/2504.03676 (2025) - [i353]Cyril Koenig, Enrico Zelioli, Frank K. Gürkaynak, Luca Benini:
Work-In-Progress: Accelerating Numpy With OpenBLAS For Open-Source RISC-V Chips. CoRR abs/2504.03677 (2025) - [i352]Christopher Reinwardt, Robert Balas, Alessandro Ottaviano, Angelo Garofalo, Luca Benini:
CVA6-VMRT: A Modular Approach Towards Time-Predictable Virtual Memory in a 64-bit Application Class RISC-V Processor. CoRR abs/2504.05718 (2025) - [i351]Simone Manoni, Paul Scheffler, Luca Zanatta, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
SpikeStream: Accelerating Spiking Neural Network Inference on RISC-V Clusters with Sparse Computation Extensions. CoRR abs/2504.06134 (2025) - [i350]Danilo Cammarata, Matteo Perotti, Marco Bertuletti, Angelo Garofalo, Pasquale Davide Schiavone, David Atienza, Luca Benini:
Quadrilatero: A RISC-V programmable matrix coprocessor for low-power edge applications. CoRR abs/2504.07565 (2025) - [i349]Matteo Perotti, Vincenzo Maisto, Moritz Imfeld, Nils Wistoff, Alessandro Cilardo, Luca Benini:
AraOS: Analyzing the Impact of Virtual Memory Management on Vector Unit Performance. CoRR abs/2504.10345 (2025) - [i348]Run Wang, Gamze Islamoglu, Andrea Belano, Viviane Potocnik, Francesco Conti, Angelo Garofalo, Luca Benini:
VEXP: A Low-Cost RISC-V ISA Extension for Accelerated Softmax Computation in Transformers. CoRR abs/2504.11227 (2025) - [i347]Nicolas Baumann, Cheng Hu, Paviththiren Sivasothilingam, Haotong Qin, Lei Xie, Michele Magno, Luca Benini:
Enhancing Autonomous Driving Systems with On-Board Deployed Large Language Models. CoRR abs/2504.11514 (2025) - [i346]Philip Wiese, Maurus Item, Luca Bertaccini, Yvan Tortorella, Angelo Garofalo, Luca Benini:
RedMulE-FT: A Reconfigurable Fault-Tolerant Matrix Multiplication Engine. CoRR abs/2504.14399 (2025) - [i345]Carlos Santos, Sebastian Frey, Andrea Cossettini, Luca Benini, Victor Javier Kartsch:
Real-Time, Single-Ear, Wearable ECG Reconstruction, R-Peak Detection, and HR/HRV Monitoring. CoRR abs/2505.01738 (2025) - [i344]Liam Boyle, Nicolas Baumann, Paviththiren Sivasothilingam, Michele Magno, Luca Benini:
RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning. CoRR abs/2505.03238 (2025) - [i343]Riccardo Tedeschi, Gianmarco Ottavi, Côme Allart, Nils Wistoff, Zexin Fu, Filippo Grillotti, Fabio De Ambroggi, Elio Guidetti, Jean-Baptiste Rigaud, Olivier Potin, Jean-Roch Coulon, César Fuguet, Luca Benini, Davide Rossi:
CVA6S+: A Superscalar RISC-V Core with High-Throughput Memory Architecture. CoRR abs/2505.03762 (2025) - [i342]Luca Colagrande, Luca Benini:
Taming Offload Overheads in a Massively Parallel Open-Source RISC-V MPSoC: Analysis and Optimization. CoRR abs/2505.05911 (2025) - [i341]Philippe Sauter, Thomas Benz, Paul Scheffler, Martin Poviser, Frank K. Gürkaynak, Luca Benini:
Basilisk: A 34 mm2 End-to-End Open-Source 64-bit Linux-Capable RISC-V SoC in 130nm BiCMOS. CoRR abs/2505.10060 (2025) - [i340]Gamze Islamoglu, Luca Bertaccini, Arpan Suravi Prasad, Francesco Conti, Angelo Garofalo, Luca Benini:
MXDOTP: A RISC-V ISA Extension for Enabling Microscaling (MX) Floating-Point Dot Products. CoRR abs/2505.13159 (2025) - [i339]Marian Verhelst, Luca Benini, Naveen Verma:
How to keep pushing ML accelerator performance? Know your rooflines! CoRR abs/2505.16346 (2025) - [i338]Chi Zhang, Luca Colagrande, Renzo Andri, Thomas Benz, Gamze Islamoglu, Alessandro Nadalini, Francesco Conti, Yawei Li, Luca Benini:
FlatAttention: Dataflow and Fabric Collectives Co-Optimization for Efficient Multi-Head Attention on Tile-Based Many-PE Accelerators. CoRR abs/2505.18824 (2025) - [i337]Zexin Fu, Riccardo Tedeschi, Gianmarco Ottavi, Nils Wistoff, César Fuguet, Davide Rossi, Luca Benini:
Ramping Up Open-Source RISC-V Cores: Assessing the Energy Efficiency of Superscalar, Out-of-Order Execution. CoRR abs/2505.24363 (2025) - [i336]Yanlong Chen, Mattia Orlandi, Pierangelo Maria Rapa, Simone Benatti, Luca Benini, Yawei Li:
PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation. CoRR abs/2506.10351 (2025) - [i335]Luca Colagrande, Lorenzo Leone, Maximilian Coco, Andrei Deaconeasa, Luca Benini:
Towards Zero-Stall Matrix Multiplication on Energy-Efficient RISC-V Clusters for Machine Learning Acceleration. CoRR abs/2506.10921 (2025) - [i334]Yanlong Chen, Mattia Orlandi, Pierangelo Maria Rapa, Simone Benatti, Luca Benini, Yawei Li:
WaveFormer: A Lightweight Transformer Model for sEMG-based Gesture Recognition. CoRR abs/2506.11168 (2025) - [i333]Sergio Mazzola, Gabriele Ara, Thomas Benz, Björn Forsberg, Tommaso Cucinotta, Luca Benini:
Data-Driven Power Modeling and Monitoring via Hardware Performance Counter Tracking. CoRR abs/2506.23672 (2025) - [i332]Samuel Riedel, Yichao Zhang, Marco Bertuletti, Luca Benini:
Optimizing Scalable Multi-Cluster Architectures for Next-Generation Wireless Sensing and Communication. CoRR abs/2507.05012 (2025) - [i331]Benjamin Hodo, Tommaso Polonelli, Amirhossein Moallemi, Luca Benini, Michele Magno:
EdgeCodec: Onboard Lightweight High Fidelity Neural Compressor with Residual Vector Quantization. CoRR abs/2507.06040 (2025) - [i330]Ruixiang Chen, Guolei Sun, Yawei Li, Jie Qin, Luca Benini:
HiM2SAM: Enhancing SAM2 with Hierarchical Motion Estimation and Memory Optimization towards Long-term Tracking. CoRR abs/2507.07603 (2025) - [i329]Philip Wiese, Victor Javier Kartsch, Marco Guermandi, Luca Benini:
A Multi-Modal IoT Node for Energy-Efficient Environmental Monitoring with Edge AI Processing. CoRR abs/2507.14165 (2025) - [i328]Bowen Wang, Marco Bertuletti, Yichao Zhang, Victor J. B. Jung, Luca Benini:
A Dynamic Allocation Scheme for Adaptive Shared-Memory Mapping on Kilo-core RV Clusters for Attention-Based Model Deployment. CoRR abs/2508.01180 (2025) - [i327]Yichao Zhang, Zexin Fu, Tim Fischer, Yinrong Li, Marco Bertuletti, Luca Benini:
TeraNoC: A Multi-Channel 32-bit Fine-Grained, Hybrid Mesh-Crossbar NoC for Efficient Scale-up of 1000+ Core Shared-L1-Memory Clusters. CoRR abs/2508.02446 (2025) - [i326]Navaneeth Kunhi Purayil, Diyou Shen, Matteo Perotti, Luca Benini:
TROOP: At-the-Roofline Performance for Vector Processors on Low Operational Intensity Workloads. CoRR abs/2508.03900 (2025) - [i325]Michael Rogenmoser, Angelo Garofalo, Luca Benini:
relOBI: A Reliable Low-latency Interconnect for Tightly-Coupled On-chip Communication. CoRR abs/2508.05354 (2025) - [i324]Marco Giordano, Pietro Bonazzi, Luca Benini, Michele Magno:
Sub-Millisecond Event-Based Eye Tracking on a Resource-Constrained Microcontroller. CoRR abs/2508.13244 (2025) - [i323]Sebastian Frey, Giusy Spacone, Andrea Cossettini, Marco Guermandi, Philipp Schilk, Luca Benini, Victor Javier Kartsch:
BioGAP-Ultra: A Modular Edge-AI Platform for Wearable Multimodal Biosignal Acquisition and Processing. CoRR abs/2508.13728 (2025) - [i322]Mikolaj Janusz, Tomasz Wojnar, Yawei Li, Luca Benini, Kamil Adamczewski:
One Shot vs. Iterative: Rethinking Pruning Strategies for Model Compression. CoRR abs/2508.13836 (2025) - [i321]Soumyo Bhattacharjee, Federico Villani, Christian Vogt, Andrea Cossettini, Luca Benini:
ListenToJESD204B: A Lightweight Open-Source JESD204B IP Core for FPGA-Based Ultrasound Acquisition systems. CoRR abs/2508.14798 (2025) - [i320]Lukas Krupp, Ian O'Connor, Luca Benini, Christoph Studer, Joachim Rodrigues, Norbert Wehn:
Improving Chip Design Enablement for Universities in Europe - A Position Paper. CoRR abs/2508.14907 (2025) - [i319]Nico Krull, Lukas Schulthess, Michele Magno, Luca Benini, Christoph Leitner:
Wireless Low-Latency Synchronization for Body-Worn Multi-Node Systems in Sports. CoRR abs/2509.06541 (2025) - [i318]Yichao Zhang, Marco Bertuletti, Sergio Mazzola, Samuel Riedel, Luca Benini:
A 410GFLOP/s, 64 RISC-V Cores, 204.8GBps Shared-Memory Cluster in 12nm FinFET with Systolic Execution Support for Efficient B5G/6G AI-Enhanced O-RAN. CoRR abs/2509.08608 (2025) - [i317]Jonas Kühne, Christian Vogt, Michele Magno, Luca Benini:
Efficient and Accurate Downfacing Visual Inertial Odometry. CoRR abs/2509.10021 (2025) - [i316]Hang Guo, Yawei Li, Luca Benini:
Optimal Brain Restoration for Joint Quantization and Sparsification of LLMs. CoRR abs/2509.11177 (2025) - [i315]Fiona Meier, Giusy Spacone, Sebastian Frey, Luca Benini, Andrea Cossettini:
A Parallel Ultra-Low Power Silent Speech Interface based on a Wearable, Fully-dry EMG Neckband. CoRR abs/2509.21964 (2025) - [i314]Giusy Spacone, Sebastian Frey, Mattia Orlandi, Pierangelo Maria Rapa, Victor Javier Kartsch, Simone Benatti, Luca Benini, Andrea Cossettini:
Wearable and Ultra-Low-Power Fusion of EMG and A-Mode US for Hand-Wrist Kinematic Tracking. CoRR abs/2510.02000 (2025) - [i313]Moritz Brunion, Navaneeth Kunhi Purayil, Francesco Dell'Atti, Sebastian Lam, Refik Bilgic, Mehdi B. Tahoori, Luca Benini, Julien Ryckaert:
CMOS 2.0 - Redefining the Future of Scaling. CoRR abs/2510.04535 (2025) - [i312]Alessandro Ottaviano, Andrino Meli, Paul Scheffler, Giovanni Bambini, Robert Balas, Davide Rossi, Andrea Bartolini, Luca Benini:
Co-designing a Programmable RISC-V Accelerator for MPC-based Energy and Thermal Management of Many-Core HPC Processors. CoRR abs/2510.09163 (2025) - [i311]Thomas Benz, Axel Vanoni, Michael Rogenmoser, Luca Benini:
A Direct Memory Access Controller (DMAC) for Irregular Data Transfers on RISC-V Linux Systems. CoRR abs/2510.12277 (2025) - [i310]Berkay Döner, Thorir Mar Ingolfsson, Luca Benini, Yawei Li:
LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis. CoRR abs/2510.22257 (2025) - [i309]Andrei Ivanov, Siyuan Shen, Gioele Gottardo, Marcin Chrapek, Afif Boudaoud, Timo Schneider, Luca Benini, Torsten Hoefler:
PerfDojo: Automated ML Library Generation for Heterogeneous Architectures. CoRR abs/2511.03586 (2025) - [i308]Paul Scheffler, Thomas Benz, Tim Fischer, Lorenzo Leone, Sina Arjmandpour, Luca Benini:
Toward Open-Source Chiplets for HPC and AI: Occamy and Beyond. CoRR abs/2511.15564 (2025) - [i307]Davide Nadalini, Manuele Rusci, Elia Cereda, Luca Benini, Francesco Conti, Daniele Palossi:
Multi-modal On-Device Learning for Monocular Depth Estimation on Ultra-low-power MCUs. CoRR abs/2512.00086 (2025) - [i306]Aofeng Shen, Chi Zhang, Yakup Budanaz, Alexandru Calotoiu, Torsten Hoefler, Luca Benini:
Design in Tiles: Automating GEMM Deployment on Tile-Based Many-PE Accelerators. CoRR abs/2512.13638 (2025) - [i305]Matteo Fasulo, Giusy Spacone, Thorir Mar Ingolfsson, Yawei Li, Luca Benini, Andrea Cossettini:
TinyMyo: a Tiny Foundation Model for Flexible EMG Signal Processing at the Edge. CoRR abs/2512.15729 (2025) - 2024
- [j413]Marcello Zanghieri, Fabrizio Indirli, Antonio Latella, Giacomo Michele Puglia, Felice Tecce, Francesco Papariello, Giulio Urlini, Luca Benini, Francesco Conti:
An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery. IEEE Access 12: 16009-16021 (2024) - [j412]Julian Moosmann, Hanna Müller, Nicky Zimmerman, Georg Rutishauser, Luca Benini, Michele Magno:
Flexible and Fully Quantized Lightweight TinyissimoYOLO for Ultra-Low-Power Edge Systems. IEEE Access 12: 75093-75107 (2024) - [j411]Mohsen Seyedkazemi Ardebili, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
HazardNet: A thermal hazard prediction framework for datacenters. Future Gener. Comput. Syst. 155: 340-353 (2024) - [j410]Alessandro Ottaviano, Robert Balas, Giovanni Bambini, Antonio del Vecchio, Maicol Ciani, Davide Rossi, Luca Benini, Andrea Bartolini:
ControlPULP: A RISC-V On-Chip Parallel Power Controller for Many-Core HPC Processors with FPGA-Based Hardware-In-The-Loop Power and Thermal Emulation. Int. J. Parallel Program. 52(1-2): 93-123 (2024) - [j409]Philipp Mayer, Michele Magno, Luca Benini:
Self-Sustaining Ultrawideband Positioning System for Event-Driven Indoor Localization. IEEE Internet Things J. 11(1): 1272-1284 (2024) - [j408]Vlad Niculescu, Tommaso Polonelli, Michele Magno, Luca Benini:
NanoSLAM: Enabling Fully Onboard SLAM for Tiny Robots. IEEE Internet Things J. 11(8): 13584-13607 (2024) - [j407]Konstantin Kalenberg, Hanna Müller, Tommaso Polonelli, Alberto Schiaffino, Vlad Niculescu, Cristian Cioflan, Michele Magno, Luca Benini:
Stargate: Multimodal Sensor Fusion for Autonomous Navigation on Miniaturized UAVs. IEEE Internet Things J. 11(12): 21372-21390 (2024) - [j406]Carl Friess, Vlad Niculescu, Tommaso Polonelli, Michele Magno, Luca Benini:
Fully Onboard SLAM for Distributed Mapping With a Swarm of Nano-Drones. IEEE Internet Things J. 11(20): 32363-32380 (2024) - [j405]Lorenzo Lamberti, Lorenzo Bellone, Luka Macan, Enrico Natalizio, Francesco Conti, Daniele Palossi, Luca Benini:
Distilling Tiny and Ultrafast Deep Neural Networks for Autonomous Navigation on Nano-UAVs. IEEE Internet Things J. 11(20): 33269-33281 (2024) - [j404]Francesco Conti, Gianna Paulin, Angelo Garofalo, Davide Rossi, Alfio Di Mauro, Georg Rutishauser, Gianmarco Ottavi, Manuel Eggimann, Hayate Okuhara, Luca Benini:
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2-8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing. IEEE J. Solid State Circuits 59(1): 128-142 (2024) - [j403]Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini:
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine. IEEE J. Solid State Circuits 59(7): 2055-2069 (2024) - [j402]Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Victor J. B. Jung, Moritz Scherer, Matteo Antonio Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini:
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. IEEE Trans. Biomed. Circuits Syst. 18(3): 608-621 (2024) - [j401]Thorir Mar Ingolfsson, Xiaying Wang, Upasana Chakraborty, Simone Benatti, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sándor Beniczky, Luca Benini, Andrea Cossettini:
BrainFuseNet: Enhancing Wearable Seizure Detection Through EEG-PPG-Accelerometer Sensor Fusion and Efficient Edge Deployment. IEEE Trans. Biomed. Circuits Syst. 18(4): 720-733 (2024) - [j400]Mattia Orlandi, Pierangelo Maria Rapa, Marcello Zanghieri, Sebastian Frey, Victor Javier Kartsch, Luca Benini, Simone Benatti:
Real-Time Motor Unit Tracking From sEMG Signals With Adaptive ICA on a Parallel Ultra-Low Power Processor. IEEE Trans. Biomed. Circuits Syst. 18(4): 771-782 (2024) - [j399]Marcello Zanghieri, Pierangelo Maria Rapa, Mattia Orlandi, Elisa Donati, Luca Benini, Simone Benatti:
sEMG-Driven Hand Dynamics Estimation With Incremental Online Learning on a Parallel Ultra-Low-Power Microcontroller. IEEE Trans. Biomed. Circuits Syst. 18(4): 810-820 (2024) - [j398]Thomas Benz, Michael Rogenmoser, Paul Scheffler, Samuel Riedel, Alessandro Ottaviano, Andreas Kurth, Torsten Hoefler, Luca Benini:
A High-Performance, Energy-Efficient Modular DMA Engine Architecture. IEEE Trans. Computers 73(1): 263-277 (2024) - [j397]Matteo Perotti, Matheus A. Cavalcante, Renzo Andri, Lukas Cavigelli, Luca Benini:
Ara2: Exploring Single- and Multi-Core Vector Processing With an Efficient RVV 1.0 Compliant Open-Source Processor. IEEE Trans. Computers 73(7): 1822-1836 (2024) - [j396]Luca Valente, Francesco Restuccia, Davide Rossi, Ryan Kastner, Luca Benini:
TOP: Towards Open & Predictable Heterogeneous SoCs. IEEE Trans. Computers 73(12): 2678-2692 (2024) - [j395]Nesara Eranna Bethur, Anthony Agnesina, Moritz Brunion, Alberto García Ortiz, Francky Catthoor, Dragomir Milojevic, Manu Komalan, Matheus A. Cavalcante, Samuel Riedel, Luca Benini, Sung Kyu Lim:
Hier-3D: A Methodology for Physical Hierarchy Exploration of 3-D ICs. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(7): 1957-1970 (2024) - [j394]Moritz Scherer, Luka Macan, Victor J. B. Jung, Philip Wiese, Luca Bompani, Alessio Burrello, Francesco Conti, Luca Benini:
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models on Heterogeneous Microcontrollers. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(11): 4009-4020 (2024) - [j393]Luca Valente, Alessandro Nadalini, Asif Hussain Chiralil Veeran, Mattia Sinigaglia, Bruno Sá, Nils Wistoff, Yvan Tortorella, Simone Benatti, Rafail Psiakis, Ari Kulmala, Baker Mohammad, Sandro Pinto, Daniele Palossi, Luca Benini, Davide Rossi:
A Heterogeneous RISC-V Based SoC for Secure Nano-UAV Navigation. IEEE Trans. Circuits Syst. I Regul. Pap. 71(5): 2266-2279 (2024) - [j392]Viviane Potocnik, Luca Colagrande, Tim Fischer, Luca Bertaccini, Daniele Jahier Pagliari, Alessio Burrello, Luca Benini:
Optimizing Foundation Model Inference on a Many-Tiny-Core Open-Source RISC-V Platform. IEEE Trans. Circuits Syst. Artif. Intell. 1(1): 37-52 (2024) - [j391]Alessio Burrello, Matteo Risso, Beatrice Alessandra Motetti, Enrico Macii, Luca Benini, Daniele Jahier Pagliari:
Enhancing Neural Architecture Search With Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices. IEEE Trans. Emerg. Top. Comput. 12(3): 780-794 (2024) - [j390]Luca Bertaccini, Gianna Paulin, Matheus A. Cavalcante, Tim Fischer, Stefan Mach, Luca Benini:
MiniFloats on RISC-V Cores: ISA Extensions With Mixed-Precision Short Dot Products. IEEE Trans. Emerg. Top. Comput. 12(4): 1040-1055 (2024) - [j389]Sergei Vostrikov, Thorir Mar Ingolfsson, Soley Hafthorsdottir, Christoph Leitner, Michele Magno, Luca Benini, Andrea Cossettini:
A Muscle Pennation Angle Estimation Framework From Raw Ultrasound Data for Wearable Biomedical Instrumentation. IEEE Trans. Instrum. Meas. 73: 1-12 (2024) - [j388]Robert Balas, Alessandro Ottaviano, Luca Benini:
CV32RT: Enabling Fast Interrupt and Context Switching for RISC-V Microcontrollers. IEEE Trans. Very Large Scale Integr. Syst. 32(6): 1032-1044 (2024) - [j387]Sergio Mazzola, Samuel Riedel, Luca Benini:
Enabling Efficient Hybrid Systolic Computation in Shared-L1-Memory Manycore Clusters. IEEE Trans. Very Large Scale Integr. Syst. 32(9): 1602-1615 (2024) - [j386]Riccardo Tedeschi, Luca Valente, Gianmarco Ottavi, Enrico Zelioli, Nils Wistoff, Massimiliano Giacometti, Abdul Basit Sajjad, Luca Benini, Davide Rossi:
Culsans: An Efficient Snoop-based Coherency Unit for the CVA6 Open Source RISC-V application processor. WiPiEC Journal 10(2): 1-4 (2024) - [c911]Cristian Cioflan, Lukas Cavigelli, Manuele Rusci, Miguel de Prado, Luca Benini:
On-Device Domain Learning for Keyword Spotting on Low-Power Extreme Edge Embedded Systems. AICAS 2024: 6-10 - [c910]Pierangelo Maria Rapa, Mattia Orlandi, Andrea Amidei, Alessio Burrello, Roberto Rabbeni, Paolo Pavan, Luca Benini, Simone Benatti:
Driving Towards Safety: Online PPG-based Drowsiness Detection with TCNs. AICAS 2024: 124-128 - [c909]Nils Wistoff, Gernot Heiser, Luca Benini:
fence.t.s: Closing Timing Channels in High-Performance Out-of-Order Cores Through ISA-Supported Temporal Partitioning. ApplePies 2024: 269-276 - [c908]Matteo Perotti, Michele Raeber, Mattia Sinigaglia, Matheus A. Cavalcante, Davide Rossi, Luca Benini:
Spatzformer: An Efficient Reconfigurable Dual-Core RISC-V V Cluster for Mixed Scalar-Vector Workloads. ASAP 2024: 172-173 - [c907]Georg Rutishauser, Joan Mihali, Moritz Scherer, Luca Benini:
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems. ASAP 2024: 206-213 - [c906]Alessio Burrello, Francesco Carlucci, Giovanni Pollo, Xiaying Wang, Massimo Poncino, Enrico Macii, Luca Benini, Daniele Jahier Pagliari:
Optimization and Deployment of Deep Neural Networks for PPG-based Blood Pressure Estimation Targeting Low-power Wearables. BioCAS 2024: 1-5 - [c905]Sebastian Frey, Pierangelo Maria Rapa, Andrea Amidei, Simone Benatti, Marco Guermandi, Victor Javier Kartsch, Andrea Cossettini, Luca Benini:
Wearable, Real-time Drowsiness Detection based on EEG-PPG Sensor Fusion at the Edge. BioCAS 2024: 1-5 - [c904]Thorir Mar Ingolfsson, Victor Javier Kartsch Morinigo, Andrea Cossettini, Xiaying Wang, Luca Benini:
VowelNet: Enhancing Communication with Wearable EEG-Based Vowel Imagery. BioCAS 2024: 1-5 - [c903]Lan Mei, Cristian Cioflan, Thorir Mar Ingolfsson, Victor Javier Kartsch, Andrea Cossettini, Xiaying Wang, Luca Benini:
Train-On-Request: An On-Device Continual Learning Workflow for Adaptive Real-World Brain Machine Interfaces. BioCAS 2024: 1-5 - [c902]Pierangelo Maria Rapa, Mattia Orlandi, Marcello Zanghieri, Luca Benini, Simone Benatti:
Embedded Multi-Sensor Smartwatch for Computationally Intensive Biosignal Processing. BioCAS 2024: 1-5 - [c901]Marcello Zanghieri, Pierangelo Maria Rapa, Mattia Orlandi, Étienne Buteau, Félix Chamberland, Benoit Gosselin, Luca Benini, Simone Benatti:
Wearable High-Density sEMG Processing with Class Activation Maps with an Embedded Temporal Convolutional Network. BioCAS 2024: 1-5 - [c900]Chaoqun Liang, Alessandro Ottaviano, Thomas Benz, Mattia Sinigaglia, Luca Benini, Angelo Garofalo, Davide Rossi:
A Gigabit, DMA-enhanced Open-Source Ethernet Controller for Mixed-Criticality Systems. CF (Companion) 2024 - [c899]Simone Manoni, Paul Scheffler, Alfio Di Mauro, Luca Zanatta, Andrea Acquaviva, Luca Benini, Andrea Bartolini:
NARS: Neuromorphic Acceleration through Register-Streaming Extensions on RISC-V Cores. CF (Companion) 2024 - [c898]Francesco Paissan, Davide Nadalini, Manuele Rusci, Alberto Ancilotto, Francesco Conti, Luca Benini, Elisabetta Farella:
Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units. CVPR Workshops 2024: 2172-2181 - [c897]Luca Bompani, Manuele Rusci, Daniele Palossi, Francesco Conti, Luca Benini:
Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systems. CVPR Workshops 2024: 2182-2190 - [c896]Paul Scheffler, Luca Colagrande, Luca Benini:
SARIS: Accelerating Stencil Computations on Energy-Efficient RISC-V Compute Clusters with Indirect Stream Registers. DAC 2024: 251:1-251:6 - [c895]Thomas Benz, Alessandro Ottaviano, Robert Balas, Angelo Garofalo, Francesco Restuccia, Alessandro Biondi, Luca Benini:
AXI-REALM: A Lightweight and Modular Interconnect Extension for Traffic Regulation and Monitoring of Heterogeneous Real-Time SoCs. DATE 2024: 1-6 - [c894]Luca Colagrande, Luca Benini:
Optimizing Offload Performance in Heterogeneous MPSoCs. DATE 2024: 1-2 - [c893]Alessandro Ottaviano, Robert Balas, Philippe Sauter, Manuel Eggimann, Luca Benini:
PELS: A Lightweight and Flexible Peripheral Event Linking System for Ultra-Low Power IoT Processors. DATE 2024: 1-6 - [c892]Matteo Perotti, Yichao Zhang, Matheus A. Cavalcante, Enis Mustafa, Luca Benini:
MX: Enhancing RISC-V's Vector ISA for Ultra-Low Overhead, Energy-Efficient Matrix Multiplication. DATE 2024: 1-6 - [c891]Samuel Riedel, Marc Gantenbein, Alessandro Ottaviano, Torsten Hoefler, Luca Benini:
LRSCwait: Enabling Scalable and Efficient Synchronization in Manycore Systems Through Polling-Free and Retry-Free Operation. DATE 2024: 1-6 - [c890]Samuele Ruffino, Geethan Karunaratne, Michael Hersche, Luca Benini, Abu Sebastian, Abbas Rahimi:
Zero-Shot Classification Using Hyperdimensional Computing. DATE 2024: 1-2 - [c889]Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini:
Work in Progress: Linear Transformers for TinyML. DATE 2024: 1-2 - [c888]Yoga Esa Wibowo, Cristian Cioflan, Thorir Mar Ingolfsson, Michael Hersche, Leo Zhao, Abbas Rahimi, Luca Benini:
12 mJ Per Class On-Device Online Few-Shot Class-Incremental Learning. DATE 2024: 1-6 - [c887]Chi Zhang, Paul Scheffler, Thomas Benz, Matteo Perotti, Luca Benini:
Near-Memory Parallel Indexing and Coalescing: Enabling Highly Efficient Indirect Access for SpMV. DATE 2024: 1-6 - [c886]Julian Moosmann, Pietro Bonazzi, Yawei Li, Sizhen Bian, Philipp Mayer, Luca Benini, Michele Magno:
Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO. ECCV Workshops (23) 2024: 262-280 - [c885]Farah Baracat, Marcello Zanghieri, Luca Benini, Dario Farina, Giacomo Indiveri, Simone Benatti, Elisa Donati:
Leveraging Motor Unit Spatial Activation Patterns for Channel Selection in Finger Force Regression. EMBC 2024: 1-4 - [c884]Luca Benfenati, Thorir Mar Ingolfsson, Andrea Cossettini, Daniele Jahier Pagliari, Alessio Burrello, Luca Benini:
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring. EMBC 2024: 1-4 - [c883]Lorenzo Lamberti, Georg Rutishauser, Francesco Conti, Luca Benini:
Combining Local and Global Perception for Autonomous Navigation on Nano-UAVs. ERF (1) 2024: 286-291 - [c882]Hanna Müller, Victor Javier Kartsch, Luca Benini:
GAP9Shield: A 150GOPS AI-Capable Ultra-low Power Module for Vision and Ranging Applications on Nano-drones. ERF (1) 2024: 292-297 - [c881]Yichao Zhang, Marco Bertuletti, Samuel Riedel, Matheus A. Cavalcante, Alessandro Vanelli-Coralli, Luca Benini:
TeraPool-SDR: An 1.89TOPS 1024 RV-Cores 4MiB Shared-L1 Cluster for Next-Generation Open-Source Software-Defined Radios. ACM Great Lakes Symposium on VLSI 2024: 86-91 - [c880]Luca Bertaccini, Siyuan Shen, Torsten Hoefler, Luca Benini:
Extending RISC-V for Efficient Overflow Recovery in Mixed-Precision Computations. ICCD 2024: 268-275 - [c879]Cyril Koenig, Björn Forsberg, Luca Benini:
HeroSDK: Streamlining Heterogeneous RISC-V Accelerated Computing from Embedded to High-Performance Systems. ICCD 2024: 280-287 - [c878]Enrico Zelioli, Alessandro Ottaviano, Robert Balas, Nils Wistoff, Angelo Garofalo, Luca Benini:
vCLIC: Towards Fast Interrupt Handling in Virtualized RISC-V Mixed-Criticality Systems. ICCD 2024: 288-291 - [c877]Nicky Zimmerman, Hanna Müller, Michele Magno, Luca Benini:
Fully Onboard Low-Power Localization with Semantic Sensor Fusion on a Nano-UAV using Floor Plans. ICRA 2024: 11913-11919 - [c876]Sudipta Das, Samuel Riedel, Marco Bertuletti, Luca Benini, Moritz Brunion, Julien Ryckaert, James Myers, Dwaipayan Biswas, Dragomir Milojevic:
3D Partitioning with Pipeline Optimization for Low-Latency Memory Access in Many-Core SoCs. ISCAS 2024: 1-5 - [c875]Elena Ferro, Athanasios Vasilopoulos, Corey Lammie, Manuel Le Gallo, Luca Benini, Irem Boybat, Abu Sebastian:
A Precision-Optimized Fixed-Point Near-Memory Digital Processing Unit for Analog In-Memory Computing. ISCAS 2024: 1-5 - [c874]Alberto Dequino, Alessio Carpegna, Davide Nadalini, Alessandro Savino, Luca Benini, Stefano Di Carlo, Francesco Conti:
Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks. ISVLSI 2024: 240-245 - [c873]Mikhail Khalilov, Marcin Chrapek, Siyuan Shen, Alessandro Vezzu, Thomas Benz, Salvatore Di Girolamo, Timo Schneider, Daniele De Sensi, Luca Benini, Torsten Hoefler:
OSMOSIS: Enabling Multi-Tenancy in Datacenter SmartNICs. USENIX ATC 2024: 247-263 - [c872]Gianna Paulin, Paul Scheffler, Thomas Benz, Matheus A. Cavalcante, Tim Fischer, Manuel Eggimann, Yichao Zhang, Nils Wistoff, Luca Bertaccini, Luca Colagrande, Gianmarco Ottavi, Frank K. Gürkaynak, Davide Rossi, Luca Benini:
Occamy: A 432-Core 28.1 DP-GFLOP/s/W 83% FPU Utilization Dual-Chiplet, Dual-HBM2E RISC-V-Based Accelerator for Stencil and Sparse Linear Algebra Computations with 8-to-64-bit Floating-Point Support in 12nm FinFET. VLSI Technology and Circuits 2024: 1-2 - [c871]Bruno Guindani, Martin Molan, Andrea Bartolini, Luca Benini:
Exploring the Utility of Graph Methods in HPC Thermal Modeling. ICPE (Companion) 2024: 106-111 - [d19]Konstantin Kalenberg, Hanna Müller, Tommaso Polonelli, Alberto Schiaffino, Vlad Niculescu, Cristian Cioflan, Michele Magno, Luca Benini:
Stargate: Multimodal Sensor Fusion for Autonomous Navigation on Miniaturized UAVs. Zenodo, 2024
- [d18]Alexandre Lopoukhine, Federico Ficarelli, Christos Vasiladiotis, Anton Lydike, Josse Van Delm, Alban Dutilleul, Luca Benini, Marian Verhelst, Tobias Grosser:
Artifact of "A Multi-Level Compiler Backend for Accelerated Micro-Kernels Targetting RISC-V ISA Extensions". Zenodo, 2024 - [i304]Sergio Mazzola, Gabriele Ara, Thomas Benz, Björn Forsberg, Tommaso Cucinotta, Luca Benini:
Data-Driven Power Modeling and Monitoring via Hardware Performance Counters Tracking. CoRR abs/2401.01826 (2024) - [i303]Luca Valente, Alessandro Nadalini, Asif Veeran, Mattia Sinigaglia, Bruno Sá, Nils Wistoff, Yvan Tortorella,