Second Brain

Tag: equivariance

26 items with this tag.

Mar 03, 2025
Deep Learning is Not So Mysterious or Different
May 30, 2024
Symmetries in Overparametrized Neural Networks - A Mean-Field View
- dl_theory
- equivariance
May 30, 2024
The Empirical Impact of Neural Parameter Symmetries, or Lack Thereof
Mar 05, 2024
Emergent Equivariance in Deep Ensembles
- equivariance
- dl_theory
Jan 01, 2024
Priors over Neural Network weights
- dl_theory
- equivariance
Dec 13, 2023
Harmonics of Learning - Universal Fourier Features Emerge in Invariant Networks
Nov 24, 2023
Fast, Expressive SE(n) Equivariant Networks through Weight-Sharing in Position-Orientation Space
- geometric_dl
- equivariance
Oct 03, 2023
Discovering Symmetry Breaking in Physical Systems with Relaxed Group Convolution
Oct 03, 2023
Relaxed Octahedral Group Convolution for Learning Symmetry Breaking in 3D Physical Systems
- relaxed_equivariance
- equivariance
Jun 24, 2023
Structuring Representation Geometry with Rotationally Equivariant Contrastive Learning
May 22, 2023
Improving Convergence and Generalization Using Parameter Symmetries
May 17, 2023
Efficient Equivariant Transfer Learning from Pretrained Models
- equivariance
Mar 23, 2023
Optimization Dynamics of Equivariant and Augmented Neural Networks
Mar 08, 2023
A general theory of correct, incorrect, and extrinsic equivariance
Feb 14, 2023
Self-supervised learning of Split Invariant Equivariant representations
Feb 07, 2023
Equivariance-aware architectural optimization of neural networks
- dl-theory
- equivariance
Feb 04, 2023
Equi-Tuning - Group Equivariant Fine-Tuning of Pretrained Models
- dl-theory
- equivariance
Oct 24, 2022
Robust Self-Supervised Learning with Lie Groups
Oct 06, 2022
The Lie derivative for measuring learned equivariance
- equivariance
Sep 29, 2022
In Search of Projectively Equivariant Networks
- equivariance
- dl_theory
Jul 07, 2022
Equivariant Representation Learning via Class-Pose Decomposition
May 13, 2022
Toward a Geometrical Understanding of Self-supervised Contrastive Learning
Apr 04, 2022
Exploiting Redundancy - Separable Group Convolutional Networks on Lie Groups
- equivariance
- geometric_dl
Jan 28, 2022
Approximately equivariant networks for imperfectly symmetric dynamics
Oct 19, 2021
Learning Partial Equivariances from Data
- equivariance
- partial_equivariance
Feb 20, 2021
Provably Strict Generalisation Benefit for Equivariant Models
- dl_theory
- equivariance

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