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ORCIDHeng Ji 0001
Person information
- affiliation: University of Illinois Urbana-Champaign, IL, USA
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- Heng Ji — disambiguation page
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2020 – today
- 2026
[i283]Doyoung Kim, Zhiwei Ren, Jie Hao, Zhongkai Sun, Lichao Wang, Xiyao Ma, Zack Ye, Xu Han, Jun Yin, Heng Ji, Wei Shen, Xing Fan, Benjamin Z. Yao, Chenlei Guo:
Beyond Perfect APIs: A Comprehensive Evaluation of LLM Agents Under Real-World API Complexity. CoRR abs/2601.00268 (2026)- [i282]Chen Qian, Emre Can Acikgoz, Bingxuan Li, Xiusi Chen, Yuji Zhang, Bingxiang He, Qinyu Luo, Dilek Hakkani-Tür, Gokhan Tur, Yunzhu Li, Heng Ji:
Current Agents Fail to Leverage World Model as Tool for Foresight. CoRR abs/2601.03905 (2026) - [i281]Bingxuan Li, Jeonghwan Kim, Cheng Qian, Xiusi Chen, Eitan Anzenberg, Niran Kundapur, Heng Ji:
PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning. CoRR abs/2601.11957 (2026) - [i280]Tianxin Wei, Ting-Wei Li, Zhining Liu, Xuying Ning, Ze Yang, Jiaru Zou, Zhichen Zeng, Ruizhong Qiu, Xiao Lin, Dongqi Fu, Zihao Li, Mengting Ai, Duo Zhou, Wenxuan Bao, Yunzhe Li, Gaotang Li, Cheng Qian, Yu Wang, Xiangru Tang, Yin Xiao, Liri Fang, Hui Liu, Xianfeng Tang, Yuji Zhang, Chi Wang, Jiaxuan You, Heng Ji, Hanghang Tong, Jingrui He:
Agentic Reasoning for Large Language Models. CoRR abs/2601.12538 (2026) - [i279]Shenyan Zheng, Jiayou Zhong, Anudeex Shetty, Heng Ji, Preslav Nakov, Usman Naseem:
VISPA: Pluralistic Alignment via Automatic Value Selection and Activation. CoRR abs/2601.12758 (2026) - [i278]Zhihao Zhang, Liting Huang, Guanghao Wu, Preslav Nakov, Heng Ji, Usman Naseem:
Health-ORSC-Bench: A Benchmark for Measuring Over-Refusal and Safety Completion in Health Context. CoRR abs/2601.17642 (2026) - [i277]Jeonghwan Kim, Renjie Tao, Sanat Sharma, Jiaqi Wang, Kai Sun, Zhaojiang Lin, Seungwhan Moon, Lambert Mathias, Anuj Kumar, Heng Ji, Xin Luna Dong:
Pixel-Grounded Retrieval for Knowledgeable Large Multimodal Models. CoRR abs/2601.19060 (2026) - [i276]Boyi Li, Yifan Shen, Yuanzhe Liu, Yifan Xu, Jiateng Liu, Xinzhuo Li, Zhengyuan Li, Jingyuan Zhu, Yunhan Zhong, Fangzhou Lan, Jianguo Cao, James M. Rehg, Heng Ji, Ismini Lourentzou, Xu Cao:
Toward Cognitive Supersensing in Multimodal Large Language Model. CoRR abs/2602.01541 (2026) - [i275]Jiashuo Sun, Pengcheng Jiang, Saizhuo Wang, Jiajun Fan, Heng Wang, Siru Ouyang, Ming Zhong, Yizhu Jiao, Chengsong Huang, Xueqiang Xu, Pengrui Han, Peiran Li, Jiaxin Huang, Ge Liu, Heng Ji, Jiawei Han:
Rethinking the Reranker: Boundary-Aware Evidence Selection for Robust Retrieval-Augmented Generation. CoRR abs/2602.03689 (2026) - [i274]Guangwei Zhang, Jianing Zhu, Cheng Qian, Neil Gong, Rada Mihalcea, Zhaozhuo Xu, Jingrui He, Jiaqi Ma, Yun Huang, Chaowei Xiao, Bowen Li, Ahmed Abbasi, Dongwon Lee, Heng Ji, Denghui Zhang:
Copyright Detective: A Forensic System to Evidence LLMs Flickering Copyright Leakage Risks. CoRR abs/2602.05252 (2026) - [i273]Xuejun Zhang, Aditi Tiwari, Zhenhailong Wang, Heng Ji:
Predicting Camera Pose from Perspective Descriptions for Spatial Reasoning. CoRR abs/2602.06041 (2026) - 2025
- [j30]Yujia Qin, Shengding Hu, Yankai Lin, Weize Chen, Ning Ding, Ganqu Cui, Zheni Zeng, Xuanhe Zhou
, Yufei Huang, Chaojun Xiao, Chi Han, Yi R. Fung, Yusheng Su, Huadong Wang, Cheng Qian, Runchu Tian, Kunlun Zhu, Shihao Liang, Xingyu Shen, Bokai Xu, Zhen Zhang, Yining Ye, Bowen Li, Ziwei Tang, Jing Yi, Yuzhang Zhu, Zhenning Dai, Lan Yan, Xin Cong, Yaxi Lu, Weilin Zhao, Yuxiang Huang, Junxi Yan, Xu Han, Xian Sun, Dahai Li, Jason Phang, Cheng Yang, Tongshuang Wu, Heng Ji, Guoliang Li, Zhiyuan Liu, Maosong Sun:
Tool Learning with Foundation Models. ACM Comput. Surv. 57(4): 101:1-101:40 (2025) - [j29]Xuan Zhang, Limei Wang, Jacob Helwig, Youzhi Luo, Cong Fu, Yaochen Xie, Meng Liu, Yuchao Lin, Zhao Xu, Keqiang Yan, Keir Adams, Maurice Weiler, Xiner Li, Tianfan Fu, Yucheng Wang, Alex Strasser, Haiyang Yu, Yuqing Xie, Xiang Fu, Shenglong Xu, Yi Liu, Yuanqi Du, Alexandra Saxton, Hongyi Ling, Hannah Lawrence, Hannes Stärk, Shurui Gui, Carl Edwards, Nicholas Gao, Adriana Ladera, Tailin Wu, Elyssa F. Hofgard, Aria Mansouri Tehrani, Rui Wang, Ameya Daigavane, Montgomery Bohde, Jerry Kurtin, Qian Huang, Tuong Phung, Minkai Xu, Chaitanya K. Joshi, Simon V. Mathis, Kamyar Azizzadenesheli, Ada Fang, Alán Aspuru-Guzik, Erik J. Bekkers, Michael M. Bronstein, Marinka Zitnik, Anima Anandkumar, Stefano Ermon, Pietro Liò, Rose Yu, Stephan Günnemann, Jure Leskovec, Heng Ji, Jimeng Sun, Regina Barzilay, Tommi S. Jaakkola, Connor W. Coley, Xiaoning Qian, Xiaofeng Qian, Tess E. Smidt, Shuiwang Ji:
Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems. Found. Trends Mach. Learn. 18(4): 385-912 (2025) - [j28]Kung-Hsiang Huang, Hou Pong Chan, May Fung, Haoyi Qiu, Mingyang Zhou, Shafiq Joty, Shih-Fu Chang, Heng Ji:
From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models. IEEE Trans. Knowl. Data Eng. 37(5): 2550-2568 (2025) - [j27]Yu Wang, Chi Han, Tongtong Wu, Xiaoxin He, Wangchunshu Zhou, Nafis Sadeq, Xiusi Chen, Zexue He, Wei Wang, Gholamreza Haffari, Heng Ji, Julian J. McAuley:
Towards LifeSpan Cognitive Systems. Trans. Mach. Learn. Res. 2025 (2025) - [j26]Yangyi Chen, Binxuan Huang, Yifan Gao, Zhengyang Wang, Jingfeng Yang, Heng Ji:
Scaling Laws for Predicting Downstream Performance in LLMs. Trans. Mach. Learn. Res. 2025 (2025) - [j25]Chi Han, Ziqi Wang, Han Zhao, Heng Ji:
Understanding Emergent In-Context Learning from a Kernel Regression Perspective. Trans. Mach. Learn. Res. 2025 (2025) - [j24]Zhenhailong Wang, Joy Hsu, Xingyao Wang, Kuan-Hao Huang, Manling Li, Jiajun Wu, Heng Ji:
Visually Descriptive Language Model for Vector Graphics Reasoning. Trans. Mach. Learn. Res. 2025 (2025) - [c332]Cheng Qian, Peixuan Han, Qinyu Luo, Bingxiang He, Xiusi Chen, Yuji Zhang, Hongyi Du, Jiarui Yao, Xiaocheng Yang, Denghui Zhang, Yunzhu Li, Heng Ji:
EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents. ACL (1) 2025: 798-820 - [c331]Chujie Zheng, Ziqi Wang, Heng Ji, Minlie Huang, Nanyun Peng:
Model Extrapolation Expedites Alignment. ACL (1) 2025: 1025-1041 - [c330]Cheng Qian, Emre Can Acikgoz, Hongru Wang, Xiusi Chen, Avirup Sil, Dilek Hakkani-Tür, Gokhan Tur, Heng Ji:
SMART: Self-Aware Agent for Tool Overuse Mitigation. ACL (Findings) 2025: 4604-4621 - [c329]Jinu Lee, Qi Liu, Runzhi Ma, Vincent Han, Ziqi Wang, Heng Ji, Julia Hockenmaier:
Entailment-Preserving First-order Logic Representations in Natural Language Entailment. ACL (1) 2025: 5729-5742 - [c328]Jiayi He, Hehai Lin, Qingyun Wang, Yi R. Fung, Heng Ji:
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks. ACL (Findings) 2025: 6405-6421 - [c327]Chenkai Sun, Denghui Zhang, ChengXiang Zhai, Heng Ji:
Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation. ACL (Findings) 2025: 6422-6434 - [c326]Kunlun Zhu, Hongyi Du, Zhaochen Hong, Xiaocheng Yang, Shuyi Guo, Zhe Wang, Zhenhailong Wang, Cheng Qian, Robert Tang, Heng Ji, Jiaxuan You:
MultiAgentBench : Evaluating the Collaboration and Competition of LLM agents. ACL (1) 2025: 8580-8622 - [c325]Chi Han, Heng Ji:
Computation Mechanism Behind LLM Position Generalization. ACL (1) 2025: 19408-19424 - [c324]Hyeonjeong Ha, Xiaomeng Jin, Jeonghwan Kim, Jiateng Liu, Zhenhailong Wang, Khanh Duy Nguyen, Ansel Blume, Nanyun Peng, Kai-Wei Chang, Heng Ji:
SYNTHIA: Novel Concept Design with Affordance Composition. ACL (1) 2025: 20939-20958 - [c323]Yuji Zhang, Sha Li, Cheng Qian, Jiateng Liu, Pengfei Yu, Chi Han, Yi R. Fung, Kathleen McKeown, ChengXiang Zhai, Manling Li, Heng Ji:
The Law of Knowledge Overshadowing: Towards Understanding, Predicting and Preventing LLM Hallucination. ACL (Findings) 2025: 23340-23358 - [c322]Chenkai Sun, Ke Yang, Revanth Gangi Reddy, Yi Ren Fung, Hou Pong Chan, Kevin Small, ChengXiang Zhai, Heng Ji:
Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement. COLING 2025: 281-296 - [c321]Jiateng Liu, Lin Ai, Zizhou Liu, Payam Karisani, Zheng Hui, Yi Fung, Preslav Nakov, Julia Hirschberg, Heng Ji:
PropaInsight: Toward Deeper Understanding of Propaganda in Terms of Techniques, Appeals, and Intent. COLING 2025: 5607-5628 - [c320]Shujin Wu, Yi R. Fung, Cheng Qian, Jeonghwan Kim, Dilek Hakkani-Tur, Heng Ji:
Aligning LLMs with Individual Preferences via Interaction. COLING 2025: 7648-7662 - [c319]Kung-Hsiang Huang, Hou Pong Chan, Kathleen McKeown, Heng Ji:
ManiTweet: A New Benchmark for Identifying Manipulation of News on Social Media. COLING 2025: 11161-11180 - [c318]Mankeerat Sidhu, Hetarth Chopra, Ansel Blume, Jeonghwan Kim, Revanth Gangi Reddy, Heng Ji:
Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval. CVPR 2025: 15129-15138 - [c317]Cheng Qian, Hongyi Du, Hongru Wang, Xiusi Chen, Yuji Zhang, Avirup Sil, ChengXiang Zhai, Kathleen McKeown, Heng Ji:
ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges. EMNLP (Findings) 2025: 1599-1633 - [c316]Peixuan Han, Cheng Qian, Xiusi Chen, Yuji Zhang, Heng Ji, Denghui Zhang:
SafeSwitch: Steering Unsafe LLM Behavior via Internal Activation Signals. EMNLP (Findings) 2025: 6936-6955 - [c315]Xiusi Chen, Shanyong Wang, Cheng Qian, Hongru Wang, Peixuan Han, Heng Ji:
DecisionFlow: Advancing Large Language Model as Principled Decision Maker. EMNLP (Findings) 2025: 16668-16692 - [c314]Rushi Wang, Jiateng Liu, Cheng Qian, Yifan Shen, Yanzhou Pan, Zhaozhuo Xu, Ahmed Abbasi, Heng Ji, Denghui Zhang:
Rescorla-Wagner Steering of LLMs for Undesired Behaviors over Disproportionate Inappropriate Context. EMNLP 2025: 19810-19845 - [c313]Charles Yu, Qingyun Wang, Yuting Hu, Jinjun Xiong, Heng Ji:
LORE: Continual Logit Rewriting Fosters Faithful Generation. EMNLP (Findings) 2025: 21314-21328 - [c312]Chi Han, Xin Liu, Haodong Wang, Shiyang Li, Jingfeng Yang, Haoming Jiang, Zhengyang Wang, Qingyu Yin, Liang Qiu, Changlong Yu, Yifan Gao, Zheng Li, Bing Yin, Jingbo Shang, Heng Ji:
Can Language Models Follow Multiple Turns of Entangled Instructions? EMNLP (Findings) 2025: 25445-25460 - [c311]Cong Fu, Xiner Li, Blake Olson, Heng Ji, Shuiwang Ji:
Fragment and Geometry Aware Tokenization of Molecules for Structure-Based Drug Design Using Language Models. ICLR 2025 - [c310]Tarun Suresh, Revanth Gangi Reddy, Yifei Xu, Zach Nussbaum, Andriy Mulyar, Brandon Duderstadt, Heng Ji:
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking. ICLR 2025 - [c309]Ziqi Wang, Hanlin Zhang, Xiner Li, Kuan-Hao Huang, Chi Han, Shuiwang Ji, Sham M. Kakade, Hao Peng, Heng Ji:
Eliminating Position Bias of Language Models: A Mechanistic Approach. ICLR 2025 - [c308]Rui Yang, Hanyang Chen, Junyu Zhang, Mark Zhao, Cheng Qian, Kangrui Wang, Qineng Wang, Teja Venkat Koripella, Marziyeh Movahedi, Manling Li, Heng Ji, Huan Zhang, Tong Zhang:
EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents. ICML 2025 - [c307]Yu Zhou, Bingxuan Li, Mohan Tang, Xiaomeng Jin, Te-Lin Wu, Kuan-Hao Huang, Heng Ji, Kai-Wei Chang, Nanyun Peng:
Contrastive Visual Data Augmentation. ICML 2025 - [c306]Xuehang Guo, Xingyao Wang, Yangyi Chen, Sha Li, Chi Han, Manling Li, Heng Ji:
SyncMind: Measuring Agent Out-of-Sync Recovery in Collaborative Software Engineering. ICML 2025 - [c305]Xiner Li, Limei Wang, Youzhi Luo, Carl Edwards, Shurui Gui, Yuchao Lin, Heng Ji, Shuiwang Ji:
Geometry Informed Tokenization of Molecules for Language Model Generation. ICML 2025 - [c304]Jiayi Pan, Xingyao Wang, Graham Neubig, Navdeep Jaitly, Heng Ji, Alane Suhr, Yizhe Zhang:
Training Software Engineering Agents and Verifiers with SWE-Gym. ICML 2025 - [c303]Brian Hu, David Chan, Taylor Sorensen, Xiusi Chen, Heng Ji, Yejin Choi, Trevor Darrell, Arslan Basharat:
A Roadmap for Alignable Algorithmic Decision-Makers in the Medical Triage Domain. CAI 2025: 1179-1183 - [c302]Yuting Hu, Dancheng Liu, Qingyun Wang, Charles Yu, Chenhui Xu, Qingxiao Zheng, Heng Ji, Jinjun Xiong:
Automating Intervention Discovery from Scientific Literature: A Progressive Ontology Prompting and Dual-LLM Framework. IJCAI 2025: 9701-9709 - [c301]Yumeng Wang, Zhiyuan Fan, Qingyun Wang, Yi R. Fung, Heng Ji:
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering. NAACL (Findings) 2025: 2809-2817 - [c300]Revanth Gangi Reddy, Sagnik Mukherjee, Jeonghwan Kim, Zhenhailong Wang, Dilek Hakkani-Tür, Heng Ji:
Infogent: An Agent-Based Framework for Web Information Aggregation. NAACL (Findings) 2025: 5745-5758 - [c299]Revanth Gangi Reddy, Pradeep Dasigi, Md. Arafat Sultan, Arman Cohan, Avirup Sil, Heng Ji, Hannaneh Hajishirzi:
A Large-Scale Study of Reranker Relevance Feedback at Inference. SIGIR 2025: 3010-3014 - [c298]Daniel Lee, Nikhil Sharma, Donghoon Shin, DaEun Choi, Harsh Sharma, Jeonghwan Kim, Heng Ji:
ThematicPlane: Bridging Tacit User Intent and Latent Spaces for Image Generation. UIST Adjunct 2025: 120:1-120:3 - [i272]Zhenhailong Wang, Haiyang Xu, Junyang Wang, Xi Zhang, Ming Yan, Ji Zhang, Fei Huang, Heng Ji:
Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks. CoRR abs/2501.11733 (2025) - [i271]Yumeng Wang, Zhiyuan Fan, Qingyun Wang, May Fung, Heng Ji:
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering. CoRR abs/2501.18457 (2025) - [i270]Peixuan Han, Cheng Qian, Xiusi Chen, Yuji Zhang, Denghui Zhang, Heng Ji:
Internal Activation as the Polar Star for Steering Unsafe LLM Behavior. CoRR abs/2502.01042 (2025) - [i269]Shuhaib Mehri, Xiusi Chen, Heng Ji, Dilek Hakkani-Tür:
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data Synthesis. CoRR abs/2502.04511 (2025) - [i268]Xuehang Guo, Xingyao Wang, Yangyi Chen, Sha Li, Chi Han, Manling Li, Heng Ji:
SyncMind: Measuring Agent Out-of-Sync Recovery in Collaborative Software Engineering. CoRR abs/2502.06994 (2025) - [i267]Rui Yang, Hanyang Chen, Junyu Zhang, Mark Zhao, Cheng Qian, Kangrui Wang, Qineng Wang, Teja Venkat Koripella, Marziyeh Movahedi, Manling Li, Heng Ji, Huan Zhang, Tong Zhang:
EmbodiedBench: Comprehensive Benchmarking Multi-modal Large Language Models for Vision-Driven Embodied Agents. CoRR abs/2502.09560 (2025) - [i266]Cheng Qian, Emre Can Acikgoz, Hongru Wang, Xiusi Chen, Avirup Sil, Dilek Hakkani-Tür, Gokhan Tur, Heng Ji:
SMART: Self-Aware Agent for Tool Overuse Mitigation. CoRR abs/2502.11435 (2025) - [i265]Yue Huang, Chujie Gao, Siyuan Wu, Haoran Wang, Xiangqi Wang, Yujun Zhou, Yanbo Wang, Jiayi Ye, Jiawen Shi, Qihui Zhang, Yuan Li, Han Bao, Zhaoyi Liu, Tianrui Guan, Dongping Chen, Ruoxi Chen, Kehan Guo, Andy Zou, Bryan Hooi Kuen-Yew, Caiming Xiong, Elias Stengel-Eskin, Hongyang Zhang, Hongzhi Yin, Huan Zhang, Huaxiu Yao, Jaehong Yoon, Jieyu Zhang, Kai Shu, Kaijie Zhu, Ranjay Krishna, Swabha Swayamdipta, Taiwei Shi, Weijia Shi, Xiang Li, Yiwei Li, Yuexing Hao, Zhihao Jia, Zhize Li, Xiuying Chen, Zhengzhong Tu, Xiyang Hu, Tianyi Zhou, Jieyu Zhao, Lichao Sun, Furong Huang, Or Cohen Sasson, Prasanna Sattigeri, Anka Reuel, Max Lamparth, Yue Zhao, Nouha Dziri, Yu Su, Huan Sun, Heng Ji, Chaowei Xiao, Mohit Bansal, Nitesh V. Chawla, Jian Pei, Jianfeng Gao, Michael Backes, Philip S. Yu, Neil Zhenqiang Gong, Pin-Yu Chen, Bo Li, Xiangliang Zhang:
On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective. CoRR abs/2502.14296 (2025) - [i264]Yuji Zhang, Sha Li, Cheng Qian, Jiateng Liu, Pengfei Yu, Chi Han, Yi R. Fung, Kathleen McKeown, Chengxiang Zhai, Manling Li, Heng Ji:
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination. CoRR abs/2502.16143 (2025) - [i263]Jinu Lee, Qi Liu, Runzhi Ma, Vincent Han, Ziqi Wang, Heng Ji, Julia Hockenmaier:
Entailment-Preserving First-order Logic Representations in Natural Language Entailment. CoRR abs/2502.16757 (2025) - [i262]Yu Zhou, Bingxuan Li, Mohan Tang, Xiaomeng Jin, Te-Lin Wu, Kuan-Hao Huang, Heng Ji, Kai-Wei Chang, Nanyun Peng:
Contrastive Visual Data Augmentation. CoRR abs/2502.17709 (2025) - [i261]Xiaomeng Jin, Hyeonjeong Ha, Jeonghwan Kim, Jiateng Liu, Zhenhailong Wang, Khanh Duy Nguyen, Ansel Blume, Nanyun Peng, Kai-Wei Chang, Heng Ji:
Synthia: Novel Concept Design with Affordance Composition. CoRR abs/2502.17793 (2025) - [i260]Hyeonjeong Ha, Qiusi Zhan, Jeonghwan Kim, Dimitrios Bralios, Saikrishna Sanniboina, Nanyun Peng, Kai-Wei Chang, Daniel Kang, Heng Ji:
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning Attacks. CoRR abs/2502.17832 (2025) - [i259]Keqiang Yan, Xiner Li, Hongyi Ling, Kenna Ashen, Carl Edwards, Raymundo Arróyave, Marinka Zitnik, Heng Ji, Xiaofeng Qian, Xiaoning Qian, Shuiwang Ji:
Invariant Tokenization of Crystalline Materials for Language Model Enabled Generation. CoRR abs/2503.00152 (2025) - [i258]Kunlun Zhu, Hongyi Du, Zhaochen Hong, Xiaocheng Yang, Shuyi Guo, Zhe Wang, Zhenhailong Wang, Cheng Qian, Xiangru Tang, Heng Ji, Jiaxuan You:
MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents. CoRR abs/2503.01935 (2025) - [i257]Guiyao Tie, Zeli Zhao, Dingjie Song, Fuyang Wei, Rong Zhou, Yurou Dai, Wen Yin, Zhejian Yang, Jiangyue Yan, Yao Su, Zhenhan Dai, Yifeng Xie, Yihan Cao, Lichao Sun, Pan Zhou, Lifang He, Hechang Chen, Yu Zhang, Qingsong Wen, Tianming Liu, Neil Zhenqiang Gong, Jiliang Tang, Caiming Xiong, Heng Ji, Philip S. Yu, Jianfeng Gao:
A Survey on Post-training of Large Language Models. CoRR abs/2503.06072 (2025) - [i256]Chi Han, Heng Ji:
Computation Mechanism Behind LLM Position Generalization. CoRR abs/2503.13305 (2025) - [i255]Huimin Xu, Seungjun Yi, Terence Lim, Jiawei Xu, Andrew Well, Carlos M. Mery, Aidong Zhang, Yuji Zhang, Heng Ji, Keshav Pingali, Yan Leng, Ying Ding:
TAMA: A Human-AI Collaborative Thematic Analysis Framework Using Multi-Agent LLMs for Clinical Interviews. CoRR abs/2503.20666 (2025) - [i254]Rui Wang, Hongru Wang, Boyang Xue, Jianhui Pang, Shudong Liu, Yi Chen, Jiahao Qiu, Derek Fai Wong, Heng Ji, Kam-Fai Wong:
Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models. CoRR abs/2503.24377 (2025) - [i253]Shujin Wu, Cheng Qian, Yi R. Fung, Paul Pu Liang, Heng Ji:
Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong Generalization. CoRR abs/2504.07316 (2025) - [i252]Cheng Qian, Emre Can Acikgoz, Qi He, Hongru Wang, Xiusi Chen, Dilek Hakkani-Tür, Gokhan Tur, Heng Ji:
ToolRL: Reward is All Tool Learning Needs. CoRR abs/2504.13958 (2025) - [i251]Hongru Wang, Cheng Qian, Wanjun Zhong, Xiusi Chen, Jiahao Qiu, Shijue Huang, Bowen Jin, Mengdi Wang, Kam-Fai Wong, Heng Ji:
OTC: Optimal Tool Calls via Reinforcement Learning. CoRR abs/2504.14870 (2025) - [i250]Emre Can Acikgoz, Cheng Qian, Hongru Wang, Vardhan Dongre, Xiusi Chen, Heng Ji, Dilek Hakkani-Tür, Gokhan Tur:
A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions. CoRR abs/2504.16939 (2025) - [i249]Zhenhailong Wang, Senthil Purushwalkam, Caiming Xiong, Silvio Savarese, Heng Ji, Ran Xu:
DyMU: Dynamic Merging and Virtual Unmerging for Efficient VLMs. CoRR abs/2504.17040 (2025) - [i248]Yixin Cao, Shibo Hong, Xinze Li, Jiahao Ying, Yubo Ma, Haiyuan Liang, Yantao Liu, Zijun Yao, Xiaozhi Wang, Dan Huang, Wenxuan Zhang, Lifu Huang, Muhao Chen, Lei Hou, Qianru Sun, Xingjun Ma, Zuxuan Wu, Min-Yen Kan, David Lo, Qi Zhang, Heng Ji, Jing Jiang, Juanzi Li, Aixin Sun, Xuanjing Huang, Tat-Seng Chua, Yu-Gang Jiang:
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks. CoRR abs/2504.18838 (2025) - [i247]Xiusi Chen, Gaotang Li, Ziqi Wang, Bowen Jin, Cheng Qian, Yu Wang, Hongru Wang, Yu Zhang, Denghui Zhang, Tong Zhang, Hanghang Tong, Heng Ji:
RM-R1: Reward Modeling as Reasoning. CoRR abs/2505.02387 (2025) - [i246]Nimet Beyza Bozdag, Shuhaib Mehri, Xiaocheng Yang, Hyeonjeong Ha, Zirui Cheng, Esin Durmus, Jiaxuan You, Heng Ji, Gokhan Tur, Dilek Hakkani-Tür:
Must Read: A Systematic Survey of Computational Persuasion. CoRR abs/2505.07775 (2025) - [i245]Revanth Gangi Reddy, Tarun Suresh, JaeHyeok Doo, Ye Liu, Xuan-Phi Nguyen, Yingbo Zhou, Semih Yavuz, Caiming Xiong, Heng Ji, Shafiq Joty:
SweRank: Software Issue Localization with Code Ranking. CoRR abs/2505.07849 (2025) - [i244]Carl Edwards, Chi Han, Gawon Lee, Thao Nguyen, Bowen Jin, Chetan Prasad, Sara Szymkuc, Bartosz A. Grzybowski, Ying Diao, Jiawei Han, Ge Liu, Hao Peng, Martin D. Burke, Heng Ji:
mCLM: A Function-Infused and Synthesis-Friendly Modular Chemical Language Model. CoRR abs/2505.12565 (2025) - [i243]Cheng Qian, Hongyi Du, Hongru Wang, Xiusi Chen, Yuji Zhang, Avirup Sil, Chengxiang Zhai, Kathleen McKeown, Heng Ji:
ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges. CoRR abs/2505.15068 (2025) - [i242]Isabelle Augenstein, Michiel A. Bakker, Tanmoy Chakraborty, David P. A. Corney, Emilio Ferrara, Iryna Gurevych, Scott Hale, Eduard H. Hovy, Heng Ji, Irene Larraz, Filippo Menczer, Preslav Nakov, Paolo Papotti, Dhruv Sahnan, Greta Warren, Giovanni Zagni:
Community Moderation and the New Epistemology of Fact Checking on Social Media. CoRR abs/2505.20067 (2025) - [i241]Ansel Blume, Jeonghwan Kim, Hyeonjeong Ha, Elen Chatikyan, Xiaomeng Jin, Khanh Duy Nguyen, Nanyun Peng, Kai-Wei Chang, Derek Hoiem, Heng Ji:
PARTONOMY: Large Multimodal Models with Part-Level Visual Understanding. CoRR abs/2505.20759 (2025) - [i240]Xiusi Chen, Shanyong Wang, Cheng Qian, Hongru Wang, Peixuan Han, Heng Ji:
DecisionFlow: Advancing Large Language Model as Principled Decision Maker. CoRR abs/2505.21397 (2025) - [i239]Hongru Wang, Cheng Qian, Manling Li, Jiahao Qiu, Boyang Xue, Mengdi Wang, Heng Ji, Kam-Fai Wong:
Toward a Theory of Agents as Tool-Use Decision-Makers. CoRR abs/2506.00886 (2025) - [i238]Yuji Zhang, Qingyun Wang, Cheng Qian, Jiateng Liu, Chenkai Sun, Denghui Zhang, Tarek F. Abdelzaher, Chengxiang Zhai, Preslav Nakov, Heng Ji:
Atomic Reasoning for Scientific Table Claim Verification. CoRR abs/2506.06972 (2025) - [i237]Ziwen Wang, Jiajun Fan, Ruihan Guo, Thao Nguyen, Heng Ji, Ge Liu:
ProteinZero: Self-Improving Protein Generation via Online Reinforcement Learning. CoRR abs/2506.07459 (2025) - [i236]Chenkai Sun, Denghui Zhang, ChengXiang Zhai, Heng Ji:
Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation. CoRR abs/2506.20949 (2025) - [i235]Zhaochen Su, Peng Xiang, Hangyu Guo, Zhenhua Liu, Yan Ma, Xiaoye Qu, Jiaqi Liu, Yanshu Li, Kaide Zeng, Zhengyuan Yang, Linjie Li, Yu Cheng, Heng Ji, Junxian He, Yi R. (May) Fung:
Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers. CoRR abs/2506.23918 (2025) - [i234]Alexi Gladstone, Ganesh Nanduru, Md Mofijul Islam, Peixuan Han, Hyeonjeong Ha, Aman Chadha, Yilun Du, Heng Ji, Jundong Li, Tariq Iqbal:
Energy-Based Transformers are Scalable Learners and Thinkers. CoRR abs/2507.02092 (2025) - [i233]Zhenhailong Wang, Xuehang Guo, Sofia Stoica, Haiyang Xu, Hongru Wang, Hyeonjeong Ha, Xiusi Chen, Yangyi Chen, Ming Yan, Fei Huang, Heng Ji:
Perception-Aware Policy Optimization for Multimodal Reasoning. CoRR abs/2507.06448 (2025) - [i232]Huan-ang Gao, Jiayi Geng, Wenyue Hua, Mengkang Hu, Xinzhe Juan, Hongzhang Liu, Shilong Liu, Jiahao Qiu, Xuan Qi, Yiran Wu, Hongru Wang, Han Xiao, Yuhang Zhou, Shaokun Zhang, Jiayi Zhang, Jinyu Xiang, Yixiong Fang, Qiwen Zhao, Dongrui Liu, Qihan Ren, Cheng Qian, Zhenhailong Wang, Minda Hu, Huazheng Wang, Qingyun Wu, Heng Ji, Mengdi Wang:
A Survey of Self-Evolving Agents: On Path to Artificial Super Intelligence. CoRR abs/2507.21046 (2025) - [i231]Cheng Qian, Zuxin Liu, Akshara Prabhakar, Zhiwei Liu, Jianguo Zhang, Haolin Chen, Heng Ji, Weiran Yao, Shelby Heinecke, Silvio Savarese, Caiming Xiong, Huan Wang:
UserBench: An Interactive Gym Environment for User-Centric Agents. CoRR abs/2507.22034 (2025) - [i230]Revanth Gangi Reddy, Tanay Dixit, Jiaxin Qin, Cheng Qian, Daniel Lee, Jiawei Han, Kevin Small, Xing Fan, Ruhi Sarikaya, Heng Ji:
WINELL: Wikipedia Never-Ending Updating with LLM Agents. CoRR abs/2508.03728 (2025) - [i229]Zheyu Fan, Jiateng Liu, Yuji Zhang, Zihan Wang, Yi R. Fung, Manling Li, Heng Ji:
Video-LLMs with Temporal Visual Screening. CoRR abs/2508.21094 (2025) - [i228]Guibin Zhang, Hejia Geng, Xiaohang Yu, Zhenfei Yin, Zaibin Zhang, Zelin Tan, Heng Zhou, Zhongzhi Li, Xiangyuan Xue, Yijiang Li, Yifan Zhou, Yang Chen, Chen Zhang, Yutao Fan, Zihu Wang, Songtao Huang, Yue Liao, Hongru Wang, Mengyue Yang, Heng Ji, Michael Littman, Jun Wang, Shuicheng Yan, Philip Torr, Lei Bai:
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey. CoRR abs/2509.02547 (2025) - [i227]Andrew Ferguson, Marisa Lafleur, Lars Ruthotto, Jesse Thaler, Yuan-Sen Ting, Pratyush Tiwary, Soledad Villar, E. Paulo Alves, Jeremy Avigad, Simon Billinge, Camille L. Bilodeau, Keith Brown, Emmanuel J. Candès, Arghya Chattopadhyay, Bingqing Cheng, Jonathan Clausen, Connor W. Coley, Andrew J. Connolly, Fred Daum, Sijia S. Dong, Chrisy Xiyu Du, Cora Dvorkin, Cristiano Fanelli, Eric B. Ford, Luis Manuel Frutos, Nicolás García Trillos, Cecilia Garraffo, Robert Ghrist, Rafael Gómez-Bombarelli, Gianluca Guadagni, Sreelekha Guggilam, Sergei Gukov, Juan B. Gutierrez, Salman Habib, Johannes Hachmann, Boris Hanin, Philip C. Harris, Murray Holland, Elizabeth Holm, Hsin-Yuan Huang, Shih-Chieh Hsu, Nick Jackson, Olexandr Isayev, Heng Ji, Aggelos K. Katsaggelos, Jeremy Kepner, Yannis G. Kevrekidis, Michelle P. Kuchera, J. Nathan Kutz, Branislava Lalic, Ann Lee, Matt LeBlanc, Josiah Lim, Rebecca Lindsey, Yongmin Liu, Peter Y. Lu, Sudhir Malik, Vuk Mandic, Vidya B. Manian, Emeka P. Mazi, Pankaj Mehta, Peter Melchior, Brice Ménard, Jennifer Ngadiuba, Stella Offner, Elsa Olivetti, Shyue Ping Ong, Christopher Rackauckas, Philippe Rigollet, Chad Risko, Philip Romero, Grant M. Rotskoff, Brett Savoie, Uros Seljak, David Shih, Gary Shiu, Dima Shlyakhtenko, Eva Silverstein, Taylor Sparks, Thomas Strohmer, Christopher Stubbs, Stephen Thomas, Suriyanarayanan Vaikuntanathan, René Vidal, Francisco Villaescusa-Navarro, Gregory Voth, Benjamin Wandelt, Rachel Ward, Melanie Weber, Risa Wechsler, Stephen Whitelam, Olaf Wiest, Mike Williams, Zhuoran Yang, Yaroslava G. Yingling, Bin Yu, Shuwen Yue, Ann Zabludoff, Huimin Zhao, Tong Zhang:
The Future of Artificial Intelligence and the Mathematical and Physical Sciences (AI+MPS). CoRR abs/2509.02661 (2025) - [i226]Rushi Wang, Jiateng Liu, Cheng Qian, Yifan Shen, Yanzhou Pan, Zhaozhuo Xu, Ahmed Abbasi, Heng Ji, Denghui Zhang:
Context Engineering for Trustworthiness: Rescorla Wagner Steering Under Mixed and Inappropriate Contexts. CoRR abs/2509.04500 (2025) - [i225]Cheng Qian, Zuxin Liu, Akshara Prabhakar, Jielin Qiu, Zhiwei Liu, Haolin Chen, Shirley Kokane, Heng Ji, Weiran Yao, Shelby Heinecke, Silvio Savarese, Caiming Xiong, Huan Wang:
UserRL: Training Interactive User-Centric Agent via Reinforcement Learning. CoRR abs/2509.19736 (2025) - [i224]Gaotang Li, Ruizhong Qiu, Xiusi Chen, Heng Ji, Hanghang Tong:
Beyond Log Likelihood: Probability-Based Objectives for Supervised Fine-Tuning across the Model Capability Continuum. CoRR abs/2510.00526 (2025) - [i223]Qi He, Cheng Qian, Xiusi Chen, Bingxiang He, Yi R. Fung, Heng Ji:
Veri-R1: Toward Precise and Faithful Claim Verification via Online Reinforcement Learning. CoRR abs/2510.01932 (2025) - [i222]Ruiling Xu, Yifan Zhang, Qingyun Wang, Carl Edwards, Heng Ji:
oMeBench: Towards Robust Benchmarking of LLMs in Organic Mechanism Elucidation and Reasoning. CoRR abs/2510.07731 (2025) - [i221]Emre Can Acikgoz, Cheng Qian, Heng Ji, Dilek Hakkani-Tür, Gokhan Tur:
Self-Improving LLM Agents at Test-Time. CoRR abs/2510.07841 (2025) - [i220]Cheng Qian, Zuxin Liu, Shirley Kokane, Akshara Prabhakar, Jielin Qiu, Haolin Chen, Zhiwei Liu, Heng Ji, Weiran Yao, Shelby Heinecke, Silvio Savarese, Caiming Xiong, Huan Wang:
xRouter: Training Cost-Aware LLMs Orchestration System via Reinforcement Learning. CoRR abs/2510.08439 (2025) - [i219]Zhenhailong Wang, Jiateng Liu, Amin Fazel, Ritesh Sarkhel, Xing Fan, Xiang Li, Chenlei Guo, Heng Ji, Ruhi Sarikaya:
Multimodal Policy Internalization for Conversational Agents. CoRR abs/2510.09474 (2025) - [i218]Dwip Dalal, Gautam Vashishtha, Utkarsh Mishra, Jeonghwan Kim, Madhav Kanda, Hyeonjeong Ha, Svetlana Lazebnik, Heng Ji, Unnat Jain:
Constructive Distortion: Improving MLLMs with Attention-Guided Image Warping. CoRR abs/2510.09741 (2025) - [i217]Lianhao Zhou, Hongyi Ling, Cong Fu, Yepeng Huang, Michael Sun, Wendi Yu, Xiaoxuan Wang, Xiner Li, Xingyu Su, Junkai Zhang, Xiusi Chen, Chenxing Liang, Xiaofeng Qian, Heng Ji, Wei Wang, Marinka Zitnik, Shuiwang Ji:
Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics. CoRR abs/2510.09901 (2025) - [i216]