"equivariant neural networks" Papers

17 papers found

Bridging Equivariant GNNs and Spherical CNNs for Structured Physical Domains

Colin Kohler, Purvik Patel, Nathan Vaska et al.

NEURIPS 2025

EqNIO: Subequivariant Neural Inertial Odometry

Royina Karegoudra Jayanth, Yinshuang Xu, Ziyun Wang et al.

ICLR 2025arXiv:2408.06321
10
citations

Equivariant Symmetry Breaking Sets

YuQing Xie, Tess Smidt

ICLR 2025arXiv:2402.02681
7
citations

Learning (Approximately) Equivariant Networks via Constrained Optimization

Andrei Manolache, Luiz Chamon, Mathias Niepert

NEURIPS 2025oralarXiv:2505.13631
3
citations

Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups

Zakhar Shumaylov, Peter Zaika, James Rowbottom et al.

ICLR 2025arXiv:2410.02698
15
citations

On Universality Classes of Equivariant Networks

Marco Pacini, Gabriele Santin, Bruno Lepri et al.

NEURIPS 2025spotlightarXiv:2506.02293
1
citations

Relation-Aware Equivariant Graph Networks for Epitope-Unknown Antibody Design and Specificity Optimization

Lirong Wu, Haitao Lin, Yufei Huang et al.

AAAI 2025paperarXiv:2501.00013
3
citations

Separation Power of Equivariant Neural Networks

Marco Pacini, Xiaowen Dong, Bruno Lepri et al.

ICLR 2025arXiv:2406.08966
1
citations

Symmetry-Preserving Conformer Ensemble Networks for Molecular Representation Learning

Yanqiao Zhu, Yidan Shi, Yuanzhou Chen et al.

NEURIPS 2025

${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning

Dingyang Chen, Qi Zhang

ICML 2024arXiv:2308.11842
9
citations

Discovering Symmetry Breaking in Physical Systems with Relaxed Group Convolution

Rui Wang, Elyssa Hofgard, Han Gao et al.

ICML 2024arXiv:2310.02299
20
citations

Equivariant Graph Neural Operator for Modeling 3D Dynamics

Minkai Xu, Jiaqi Han, Aaron Lou et al.

ICML 2024oralarXiv:2401.11037
44
citations

Graph Automorphism Group Equivariant Neural Networks

Edward Pearce-Crump, William J. Knottenbelt

ICML 2024arXiv:2307.07810
3
citations

Latent Space Symmetry Discovery

Jianke Yang, Nima Dehmamy, Robin Walters et al.

ICML 2024arXiv:2310.00105
22
citations

Lie Neurons: Adjoint-Equivariant Neural Networks for Semisimple Lie Algebras

Tzu-Yuan Lin, Minghan Zhu, Maani Ghaffari

ICML 2024arXiv:2310.04521
5
citations

O$n$ Learning Deep O($n$)-Equivariant Hyperspheres

Pavlo Melnyk, Michael Felsberg, Mårten Wadenbäck et al.

ICML 2024arXiv:2305.15613
2
citations

Topological Neural Networks go Persistent, Equivariant, and Continuous

Yogesh Verma, Amauri Souza, Vikas Garg

ICML 2024arXiv:2406.03164
12
citations