safe-reinforcement-learning | Topic

Topic: "safe-reinforcement-learning"

PKU-Alignment/safe-rlhf

Safe RLHF: Constrained Value Alignment via Safe Reinforcement Learning from Human Feedback

Language: Python - Size: 3.99 MB - Last synced at: 4 days ago - Pushed at: about 1 year ago - Stars: 1,488 - Forks: 120

PKU-Alignment/omnisafe

JMLR: OmniSafe is an infrastructural framework for accelerating SafeRL research.

Language: Python - Size: 52.7 MB - Last synced at: 5 days ago - Pushed at: 3 months ago - Stars: 960 - Forks: 135

chauncygu/Safe-Reinforcement-Learning-Baselines

The repository is for safe reinforcement learning baselines.

Language: Jupyter Notebook - Size: 72.1 MB - Last synced at: 25 days ago - Pushed at: 2 months ago - Stars: 644 - Forks: 86

PKU-Alignment/safety-gymnasium

NeurIPS 2023: Safety-Gymnasium: A Unified Safe Reinforcement Learning Benchmark

Language: Python - Size: 490 MB - Last synced at: 5 days ago - Pushed at: 4 months ago - Stars: 464 - Forks: 66

PKU-Alignment/Safe-Policy-Optimization

NeurIPS 2023: Safe Policy Optimization: A benchmark repository for safe reinforcement learning algorithms

Language: Python - Size: 286 MB - Last synced at: 21 days ago - Pushed at: about 1 year ago - Stars: 362 - Forks: 52

chauncygu/Multi-Agent-Constrained-Policy-Optimisation

Multi-Agent Constrained Policy Optimisation (MACPO; MAPPO-L).

Language: Python - Size: 8.48 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 165 - Forks: 27

Open-source reinforcement learning environment for autonomous racing — featured as a conference paper at ICCV 2021 and as the official challenge tracks at both SL4AD@ICML2022 and AI4AD@IJCAI2022. These are the L2R core libraries.

Language: Python - Size: 458 MB - Last synced at: 10 days ago - Pushed at: over 1 year ago - Stars: 161 - Forks: 17

EzgiKorkmaz/adversarial-reinforcement-learning

Reading list for adversarial perspective and robustness in deep reinforcement learning.

Size: 18.6 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 110 - Forks: 6

ZhengYinan-AIR/FISOR

[ICLR 2024] The official implementation of "Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model"

Language: Python - Size: 13.1 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 97 - Forks: 7

ShengrenHou/Optimal-Energy-System-Scheduling-Combining-Mixed-Integer-Programming-and-Deep-Reinforcement-Learning

The Source code for paper "Optimal Energy System Scheduling Combining Mixed-Integer Programming and Deep Reinforcement Learning". Safe reinforcement learning, energy management

Language: Python - Size: 5.63 MB - Last synced at: 10 months ago - Pushed at: about 2 years ago - Stars: 82 - Forks: 16

liuzuxin/cvpo-safe-rl

Code for "Constrained Variational Policy Optimization for Safe Reinforcement Learning" (ICML 2022)

Language: Python - Size: 16.7 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 73 - Forks: 8

PKU-Alignment/SafeDreamer

ICLR 2024: SafeDreamer: Safe Reinforcement Learning with World Models

Language: Python - Size: 2.36 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 66 - Forks: 6

chauncygu/Safe-Multi-Agent-Isaac-Gym

Safe Multi-Agent Isaac Gym benchmark for safe multi-agent reinforcement learning research.

Language: Python - Size: 67.2 MB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 61 - Forks: 9

IBM/vsrl-framework 📦

The Verifiably Safe Reinforcement Learning Framework

Language: Python - Size: 1.92 MB - Last synced at: 8 days ago - Pushed at: almost 4 years ago - Stars: 57 - Forks: 12

SafeRL-Lab/Safe-MARL-in-Autonomous-Driving

[IEEE TAI] Safe Multi-Agent Reinforcement Learning to Make decisions in Autonomous Driving.

Language: Jupyter Notebook - Size: 40.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 54 - Forks: 8

wanxinjin/Safe-PDP

Safe Pontryagin Differentiable Programming (Safe PDP) is a new theoretical and algorithmic safe differentiable framework to solve a broad class of safety-critical learning and control tasks.

Language: Python - Size: 25.2 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 52 - Forks: 6

SafeRL-Lab/Robust-Gymnasium

[ICLR 2025] Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning.

Language: Python - Size: 310 MB - Last synced at: 20 days ago - Pushed at: 2 months ago - Stars: 48 - Forks: 2

tayalmanan28/Safe_Reinforcement_Learning

Repository containing the code for safe reinforcement learning in two custom environments

Language: Python - Size: 2.66 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 44 - Forks: 9

EzgiKorkmaz/generalization-reinforcement-learning

A Survey Analyzing Generalization in Deep Reinforcement Learning

Size: 5.86 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 29 - Forks: 0

nolanwagener/safe_rl

Implementations of SAILR, PDO, and CSC

Language: Python - Size: 80.1 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 29 - Forks: 8

Allenpandas/2023-Reinforcement-Learning-Conferences-Papers

The proceedings of top conference in 2023 on the topic of Reinforcement Learning (RL), including: AAAI, IJCAI, NeurIPS, ICML, ICLR, ICRA, AAMAS and more.

Size: 352 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 29 - Forks: 0

jvmncs/safe-grid-agents

Training (hopefully) safe agents in gridworlds

Language: Python - Size: 222 KB - Last synced at: about 2 months ago - Pushed at: about 6 years ago - Stars: 25 - Forks: 4

translearn/safeMotions

[Humanoids 2022] Learning Collision-free and Torque-limited Robot Trajectories based on Alternative Safe Behaviors

Language: Python - Size: 19.7 MB - Last synced at: 20 days ago - Pushed at: over 2 years ago - Stars: 21 - Forks: 3

yardenas/la-mbda

LAMBDA is a model-based reinforcement learning agent that uses Bayesian world models for safe policy optimization

Language: Python - Size: 49.8 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 11

chauncygu/Safe-Multi-Agent-Robosuite

Safe Multi-Agent Robosuite benchmark for safe multi-agent reinforcement learning research.

Language: Python - Size: 153 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 18 - Forks: 4

yingchengyang/CPPO

Towards Safe Reinforcement Learning via Constraining Conditional Value at Risk (IJCAI 2022)

Language: Python - Size: 127 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 0

MIT-REALM/efppo

Language: Python - Size: 19.3 MB - Last synced at: about 10 hours ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 1

mahaitongdae/Safety_Index_Synthesis

Code for L4DC 2022 paper: Joint Synthesis of Safety Certificate and Safe Control Policy Using Constrained Reinforcement Learning.

Language: Python - Size: 7.64 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 1

CodeMaxx/Safe-RL-Pacman

Reinforcement Learning Course Project - IIT Bombay Fall 2018

Language: Python - Size: 9.04 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 7 - Forks: 3

ZikangXiong/MFNLC

[IROS 22'] Model-free Neural Lyapunov Control

Language: Python - Size: 121 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 1

sytelus/podworld

OpenAI Gym environment emphasizing Partially Observable Dynamic physics-based fast cross-platform 2D world

Language: Jupyter Notebook - Size: 9.9 MB - Last synced at: 25 days ago - Pushed at: about 3 years ago - Stars: 6 - Forks: 2

akifumi-wachi-4/spolf

Safe Policy Optimization with Local Features

Language: Python - Size: 579 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 6 - Forks: 2

ShengrenHou/DF-SRL

DistFlow Safe Reinforcement Learning Algorithm for Voltage Magnitude Regulation in Distribution Networks

Language: Python - Size: 4.12 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 5 - Forks: 1

czp16/FCSRL

Feasibility Consistent Representation Learning for Safe Reinforcement Learning (ICML 2024); SOTA model-free safe RL algorithm on safety-gym

Language: Python - Size: 486 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 5 - Forks: 0

OscarHuangWind/Safe-Human-in-the-Loop-RL

[T-ITS] A safety-aware human-in-the-loop Reinforcment Learning (SaHiL-RL) approach for end-to-end autonomous driving.

Size: 1.28 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 3 - Forks: 0

Allenpandas/2021-Reinforcement-Learning-Conferences-Papers 📦

The proceedings of top conference in 2021 on the topic of Reinforcement Learning (RL), including: AAAI, IJCAI, NeurIPS, ICML, ICLR, ICRA, AAMAS and more.

Size: 108 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

shbz80/energybased_stable_rl

Code for the paper Learning Deep Energy Shaping Policies for Stability-Guaranteed Manipulation, IEEE RA-L, 2021

Language: Python - Size: 13.5 MB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 2 - Forks: 2

EzgiKorkmaz/AI-Safety

AAAI 2025 Tutorial on Machine Learning Safety

Size: 4.88 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

Allenpandas/2018-Reinforcement-Learning-Conferences-Papers 📦

The proceedings of top conference in 2018 on the topic of Reinforcement Learning (RL), including: AAAI, IJCAI, NeurIPS, ICML, ICLR, ICRA, AAMAS and more.

Size: 43.9 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Allenpandas/2019-Reinforcement-Learning-Conferences-Papers 📦

The proceedings of top conference in 2019 on the topic of Reinforcement Learning (RL), including: AAAI, IJCAI, NeurIPS, ICML, ICLR, ICRA, AAMAS and more.

Size: 55.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0