conftrace_

equivariant architecture

9 papers

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Co-occurring keywords

neural network (6616) molecular dynamics (47) diffusion model (3751) geometric deep learning (117) overparametrized network (2) population risk (17) symmetry learning (11) geometric transformation (65) zero-shot classification (230) equivariant neural network (75)

Papers

On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory JMLR 2025
Symmetries in Overparametrized Neural Networks: A Mean Field View NIPS 2024
Text2Model: Text-based Model Induction for Zero-shot Image Classification EMNLP 2024
Space-Time Continuous PDE Forecasting using Equivariant Neural Fields NIPS 2024
DiffMD: A Geometric Diffusion Model for Molecular Dynamics Simulations AAAI 2023
Equivariant Architectures for Learning in Deep Weight Spaces ICML 2023
Are Equivariant Equilibrium Approximators Beneficial? ICML 2023
Implicit Transfer Operator Learning: Multiple Time-Resolution Models for Molecular Dynamics NIPS 2023
Warped Convolutions: Efficient Invariance to Spatial Transformations ICML 2017