He, Lingshen

7 publications

NeurIPS 2025 Projective Equivariant Networks via Second-Order Fundamental Differential Invariants Yikang Li, Yeqing Qiu, Yuxuan Chen, Lingshen He, Lexiang Hu, Zhouchen Lin
CVPR 2024 Affine Equivariant Networks Based on Differential Invariants Yikang Li, Yeqing Qiu, Yuxuan Chen, Lingshen He, Zhouchen Lin
ICLR 2023 Neural ePDOs: Spatially Adaptive Equivariant Partial Differential Operator Based Networks Lingshen He, Yuxuan Chen, Zhengyang Shen, Yibo Yang, Zhouchen Lin
NeurIPS 2021 Efficient Equivariant Network Lingshen He, Yuxuan Chen, Zhengyang Shen, Yiming Dong, Yisen Wang, Zhouchen Lin
NeurIPS 2021 Gauge Equivariant Transformer Lingshen He, Yiming Dong, Yisen Wang, Dacheng Tao, Zhouchen Lin
ICML 2020 Implicit Euler Skip Connections: Enhancing Adversarial Robustness via Numerical Stability Mingjie Li, Lingshen He, Zhouchen Lin
ICML 2020 PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions Zhengyang Shen, Lingshen He, Zhouchen Lin, Jinwen Ma