Popular GitHub Repositories for Topology

A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond

A high-performance topological machine learning toolbox in Python

Differentiable Finite Element Method with JAX

[ICLR 2024] Map Learning with Lane Segment for Autonomous Driving

Graph-based Topology Reasoning for Driving Scenes

A curated list of topological deep learning (TDL) resources and links.

Code for the NeurIPS 2019 paper: Topology-Preserving Deep Image Segmentation

Code for "Neural Networks for Topology Optimization"

[NeurIPS 2024] Behavioral Topology (BeTop), a multi-agent behavior formulation for interactive motion prediction and planning

DL4TO is a Python library for 3D topology optimization that is based on PyTorch and allows easy integration with neural networks.

Preforms De novo protein design using machine learning and PyRosetta to generate a novel protein structure

Neuroevolution of Fixed Topology for Godot

DMT codes for the ICLR 2021 paper: Topology-Aware Segmentation Using Discrete Morse Theory

The code of paper Topology-Aware Correlations Between Relations for Inductive Link Prediction in Knowledge Graphs. Jiajun Chen, Huarui He, Feng Wu, Jie Wang. AAAI 2021.

Tensorflow implementation of Learning Topology from Synthetic Data for Unsupervised Depth Completion (RAL 2021 & ICRA 2021)

GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks

Resource for "A Survey on Self-Supervised Graph Foundation Models: Knowledge-Based Perspective"

awesome-topology-driven-deep-image-analysis

A Tensorflow Implementation of Brain Tumor Segmentation using Topological Loss

Official code for "Throughput-Optimal Topology Design for Cross-Silo Federated Learning" (NeurIPS'20)