Popular GitHub Repositories for Rough Paths

Rough list of my favorite deep learning resources, useful for revisiting topics or for reference. I have got through all of the content listed there, carefully. - Guillaume Chevalier

Robot-centric elevation mapping for rough terrain navigation

From the Tensor to Stable Diffusion, a rough outline for a 1 week course.

Official Pytorch Implementation for "MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation" presenting "MultiDiffusion" (ICML 2023)

Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

Reasoning Over Knowledge Graph Paths for Recommendation

TensorFlow Implementation of the paper "End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures" and "Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths" for classifying relations

CVPR 2022 - derender3d: A method for de-rendering a 3D object from a single image into shape, material, and lighting, that is trained in a weakly-supervised fashion relying only on rough shape estimates.

Python environment for AI agents to complete tasks on-device through a conversational chat interface. Agents plan step-wise execution paths with real-time problem solving to complete complex tasks.

Combining relational context and relational paths for knowledge graph completion

Code for: "Neural Rough Differential Equations for Long Time Series", (ICML 2021)

[ICCV 2021] Authors official PyTorch implementation of the "WarpedGANSpace: Finding non-linear RBF paths in GAN latent space".

a rough written "guide" compiled from years of ADHD brain notes - enjoy

Use Multi-agent Twin Delayed Deep Deterministic Policy Gradient(TD3) algorithm to find reasonable paths for ships

Official PyTorch Implementation of "Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs". NeurIPS 2020.

AI Video Editor: Use an LLM to stitch together multiple videos and do the rough-cut of video editing for you.

Post Processing Explanations Paths in Path Reasoning Recommender Systems with Knowledge Graphs

Automate Windows screenshots for Claude Code workflows in WSL2. Take screenshots (Win+Shift+S, Win+PrintScreen, Snipping Tool) and instantly get file paths copied to clipboard for pasting into Claude Code (Terminal or running in VS Code). No more manual save/copy/paste!

[WWW 2025] Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning

Searching for optimal paths in a customized Grid-world environment using Imitation Learning; Variational Adversarial Imitation Learning [VAIL]