Support for sparse matrices having indices, indptr, row or col attributes with int64 dtype was recently added or confirmed for most sparse-supporting estimators.

LibSVM (via SVC, SVR, NuSVC, NuSVR and OneClassSVM) do not yet support such large sparse matrices (they use accept_large_sparse=False). We could try to fix this.