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equiformer icon equiformer

[ICLR'23 Spotlight] Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs

equigendyna icon equigendyna

We propose an SO(3) equivariant deep dynamical model (EqDDM) for motion prediction that learns a structured representation of the input space in the sense that the embedding varies with symmetry transformations. EqDDM is equipped with equivariant networks to parameterize the state-space emission and transition models. We demonstrate the superior predictive performance of the proposed model on various motion data.

espaloma icon espaloma

Extensible Surrogate Potential of Ab initio Learned and Optimized by Message-passing Algorithm 🍹https://arxiv.org/abs/2010.01196

evol_div icon evol_div

Structural scores from multiple sequence alignments

freed icon freed

Fragment-based generative RL with Explorative Experience replay for Drug design (FREED)

g-meta icon g-meta

Graph meta learning via local subgraphs (NeurIPS 2020)

g2g-transformer icon g2g-transformer

Pytorch implementation of “Recursive Non-Autoregressive Graph-to-Graph Transformer for Dependency Parsing with Iterative Refinement”

gcc icon gcc

GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training @ KDD 2020

gdc icon gdc

Graph Diffusion Convolution, as proposed in "Diffusion Improves Graph Learning" (NeurIPS 2019)

gdl icon gdl

Code for Online Graph Dictionary Learning

gdrl icon gdrl

Grokking Deep Reinforcement Learning

gemnet_pytorch icon gemnet_pytorch

GemNet model in PyTorch, as proposed in "GemNet: Universal Directional Graph Neural Networks for Molecules" (NeurIPS 2021)

ggnn.pytorch icon ggnn.pytorch

A PyTorch Implementation of Gated Graph Sequence Neural Networks (GGNN)

gmnn icon gmnn

Graph Markov Neural Networks

gnn-lspe icon gnn-lspe

Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations)

graph2seq icon graph2seq

Graph2Seq is a simple code for building a graph-encoder and sequence-decoder for NLP and other AI/ML/DL tasks.

graphite icon graphite

Code for Graphite iterative graph generation

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