Equivariant Deep Learning

Equivariant Neural Networks | Part 1/3 - Introduction

EQUIVARIANCE RULES! - Geometric Deep Learning Tutorial - Equivariant Neural Networks Visualised

Group Equivariant Deep Learning - Lecture 1.1: Introduction

Equivariant Neural Networks | Part 2/3 - Generalized CNNs

Lecture on Equivariant Learning for Robotic Manipulation

Group Equivariant Deep Learning - Lecture 2.7: Derivation of Harmonic Networks from Regular G-Convs

Equivariant Machine Learning

Group Equivariant Deep Learning - Lecture 3.2: Equivariant message passing as non-linear convolution

Group Equivariant Deep Learning - Lecture 3.7: Gauge equivariant graph NNs

CSC2547 CNNs on Surfaces using Rotation Equivariant Features

CNNs on Surfaces using Rotation-equivariant Features

Introduction to Group Equivariant Deep Learning | Erik Bekkers | Lec 3

Group Equivariant Deep Learning - Lecture 2.6: Activation Functions for Steerable G-CNNs

Group Equivariant Deep Learning - Lecture 1.5: A Brief History of G-CNNs

Group Equivariant Deep Learning - Lecture 2.1: Steerable kernels/basis functions

Equivariant Machine Learning Structured Like Classical Physics

Group Equivariant Deep Learning - Lecture 1.3: Regular group convolutional neural networks

Group Equivariant Deep Learning - Lecture 2.4: Group Theory (Induced representation, feature fields)

A New Perspective on Building Efficient and Expressive 3D Equivariant Graph Neural Networks

Unsupervised Learning of Group Invariant and Equivariant Representations

Equivariant Neural Networks (SGP Graduate School 2024)

Equivariant Subgraph Aggregation Networks | Beatrice Bevilacqua, Fabrizio Frasca & Derek Lim

UvA Deep Learning 2 (2023): Group Equivariant Deep Learning - Lecture 1

SO(2)-Equivariant Reinforcement Learning