"equivariant neural networks" Papers

14 papers found

Bridging Equivariant GNNs and Spherical CNNs for Structured Physical Domains

Colin Kohler, Purvik Patel, Nathan Vaska et al.

NeurIPS 2025poster

Equivariant Symmetry Breaking Sets

YuQing Xie, Tess Smidt

ICLR 2025posterarXiv:2402.02681
7
citations

Learning (Approximately) Equivariant Networks via Constrained Optimization

Andrei Manolache, Luiz Chamon, Mathias Niepert

NeurIPS 2025oralarXiv:2505.13631
1
citations

Lie Algebra Canonicalization: Equivariant Neural Operators under arbitrary Lie Groups

Zakhar Shumaylov, Peter Zaika, James Rowbottom et al.

ICLR 2025posterarXiv:2410.02698
12
citations

On Universality Classes of Equivariant Networks

Marco Pacini, Gabriele Santin, Bruno Lepri et al.

NeurIPS 2025spotlightarXiv:2506.02293
1
citations

Separation Power of Equivariant Neural Networks

Marco Pacini, Xiaowen Dong, Bruno Lepri et al.

ICLR 2025posterarXiv:2406.08966
1
citations

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

Dingyang Chen, Qi Zhang

ICML 2024poster

Discovering Symmetry Breaking in Physical Systems with Relaxed Group Convolution

Rui Wang, Elyssa Hofgard, Han Gao et al.

ICML 2024poster

Equivariant Graph Neural Operator for Modeling 3D Dynamics

Minkai Xu, Jiaqi Han, Aaron Lou et al.

ICML 2024oral

Graph Automorphism Group Equivariant Neural Networks

Edward Pearce-Crump, William J. Knottenbelt

ICML 2024poster

Latent Space Symmetry Discovery

Jianke Yang, Nima Dehmamy, Robin Walters et al.

ICML 2024poster

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

Tzu-Yuan Lin, Minghan Zhu, Maani Ghaffari

ICML 2024poster

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

Pavlo Melnyk, Michael Felsberg, Mårten Wadenbäck et al.

ICML 2024poster

Topological Neural Networks go Persistent, Equivariant, and Continuous

Yogesh Verma, Amauri Souza, Vikas Garg

ICML 2024poster