Popular GitHub Repositories for Topology Visualiztion

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.

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

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

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)