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Stars

RL

35 repositories

Official code from the paper "Offline RL for Natural Language Generation with Implicit Language Q Learning"

Python 193 17 Updated Jul 31, 2023

Reinforcment Learning accelerated Motion Planning Algorithm based on Frenetix and Frenetix_Motion_Planner

Python 37 3 Updated Feb 8, 2024

Official implementation for: Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning ICLR'24

Python 20 Updated Feb 15, 2024
Python 21 2 Updated Apr 2, 2024

Implementation of Dreamer v3 in pytorch.

Python 358 79 Updated Mar 10, 2024

Synthetic Experience Replay

Python 60 9 Updated May 27, 2024

Mastering Diverse Domains through World Models

Python 1,165 201 Updated Jul 17, 2024

[NeurIPS 2023] Latent Exploration for Reinforcement Learning

Python 24 1 Updated Feb 23, 2024

Official code for ICLR 2024 paper, SEABO: A Simple Search-Based Method for Offline Imitation Learning

Python 8 Updated Jan 19, 2024

A unified framework for robot learning

Python 465 81 Updated Jun 24, 2024

[IROS2023]Learning to Solve Tasks with Exploring Prior Behaviours

Python 10 1 Updated Mar 3, 2024

[ICML 2024] The offical Implementation of "DecisionNCE: Embodied Multimodal Representations via Implicit Preference Learning"

Python 56 1 Updated Jul 8, 2024

Official implementation of Diffusion Model-Based Predictor (DMBP) presented in ICLR2024.

Python 6 Updated May 24, 2024

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

Python 2,805 456 Updated Apr 22, 2023

Reinforcement Learning with Model Predictive Control

Python 167 31 Updated Jul 19, 2024

ViPlanner: Visual Semantic Imperative Learning for Local Navigation

Python 231 25 Updated Jun 10, 2024

[ECCV2022] [T-PAMI] StARformer: Transformer with State-Action-Reward Representations.

Python 84 8 Updated May 21, 2023

MTM Masked Trajectory Models for Prediction, Representation, and Control.

Python 144 3 Updated Apr 28, 2023

Planning as In-Painting: A Diffusion-Based Embodied Task Planning Framework for Environments under Uncertainty

Python 14 1 Updated Dec 11, 2023

[NeurIPS 2023] Refining Diffusion Planner for Reliable Behavior Synthesis by Automatic Detection of Infeasible Plans

Jupyter Notebook 15 1 Updated Jan 31, 2024
Jupyter Notebook 43 9 Updated Mar 9, 2024

🤗 LeRobot: End-to-end Learning for Real-World Robotics in Pytorch

Python 4,476 375 Updated Jul 19, 2024

TorchDriveEnv is a lightweight 2D driving reinforcement learning environment, supported by a solid simulator and smart non-playable characters

Python 16 Updated Jul 17, 2024

Code for the ICLR 2024 spotlight paper: "Learning to Act without Actions" (introducing Latent Action Policies)

Python 59 3 Updated Apr 14, 2024

World Model based Autonomous Driving Platform in CARLA 🚗

Python 87 11 Updated Jul 18, 2024
Python 109 2 Updated Jul 15, 2024

PWM: Policy Learning with Large World Models

Jupyter Notebook 22 1 Updated Jul 3, 2024

[RSS 2024] Consistency Policy: Accelerated Visuomotor Policies via Consistency Distillation

Python 81 5 Updated Jul 20, 2024

Demo-Driven Mobile Bi-Manual Manipulation Benchmark.

Python 49 3 Updated Jul 20, 2024