meta-reinforcement-learning

Implementation of the two-step-task as described in "Prefrontal cortex as a meta-reinforcement learning system" and "Learning to Reinforcement Learn".

reinforcement-learning tensorflow arxiv deepmind paper-implementations notebook-jupyter meta-reinforcement-learning

UpdatedMar 28, 2019
Jupyter Notebook

RobvanGastel /meta-rl-algorithms

Star47

A collection of Meta-Reinforcement Learning algorithms in PyTorch

snail meta-reinforcement-learning rl2 mgrl

UpdatedJul 16, 2024
Python

WangJingyao07 /Meta-Learning-Papers-with-Code

Star41

🎉🎨 Papers, CODE, Datasets for Meta-Learning and Meta-Reinforcement-Learning

meta-learning papers-with-code meta-reinforcement-learning

UpdatedFeb 29, 2024

TroddenSpade /Meta-Reinforcement-Learning

Star38

Code snippets of Meta Reinforcement Learning algorithms

reinforcement-learning deep-learning pytorch maml trpo meta-learning ppo meta-reinforcement-learning

UpdatedSep 7, 2023
Jupyter Notebook

BKHMSI /Meta-RL-TwoStep-Task

Star35

PyTorch implementation of Episodic Meta Reinforcement Learning on variants of the "Two-Step" task. Reproduces the results found in three papers. Check the ReadMe for more details!

reinforcement-learning neuroscience lstm deepmind meta-learning a2c episodic-memory a2clstm differentiable-neural-dictionary meta-reinforcement-learning two-step-task

UpdatedDec 12, 2020
Python

LinZichuan /AdMRL

Star35

Code for paper "Model-based Adversarial Meta-Reinforcement Learning" (https://arxiv.org/abs/2006.08875)

tensorflow model-based-rl adversarial-training meta-reinforcement-learning

UpdatedMar 6, 2021
Python

EzgiKorkmaz /generalization-reinforcement-learning

Star34

A Survey Analyzing Generalization in Deep Reinforcement Learning

deep-reinforcement-learning reinforcement-learning-papers reinforcement-learning-tutorials safe-reinforcement-learning robust-reinforcement-learning domain-generalization meta-reinforcement-learning safe-rl lifelong-reinforcement-learning explainable-reinforcement-learning reinforcement-learning-safety reinforcement-learning-generalization deep-reinforcement-learning-papers machine-learning-generalization reinforcement-learning-survey rl-survey

UpdatedOct 31, 2024

confiwent /merina

Star32

Implementation of Improving Generalization for Neural Adaptive Video Streaming via Meta Reinforcement Learning - N. Kan et al. (ACM MM22)

deep-reinforcement-learning pytorch video-streaming abr meta-reinforcement-learning

UpdatedFeb 16, 2025
Python

Allenpandas /2023-Reinforcement-Learning-Conferences-Papers

Star30

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

reinforcement-learning deep-reinforcement-learning reinforcement-learning-papers hierarchical-reinforcement-learning inverse-reinforcement-learning multi-agent-reinforcement-learning safe-reinforcement-learning meta-reinforcement-learning iclr-2023 neurips-2023 icml-2023 reinforcement-learning-paper deep-reinforcement-learning-paper deep-reinforcement-learning-papers aaai-2023 ijcai-2023 aamas-2023 icra-2023

UpdatedNov 13, 2023

airs-cuhk /airsoul

Star19

Next-gen Foundation Model for Embodied AI

reinforcement-learning meta-learning embodied-agent meta-reinforcement-learning embodied-ai in-context-learning in-context-reinforcement-learning large-scale-meta-training

UpdatedJul 7, 2025
Python

d3ac /MetaRL-for-UAV-Anti-jamming

Star16

Patent : An anti-jamming communication method for unmanned cluster based on meta-reinforcement learning (一种基于元强化学习的无人集群抗干扰通信方法)

reinforcement-learning deep-learning uav meta-reinforcement-learning anti-jamming

UpdatedOct 29, 2024
Jupyter Notebook

FutureAGI /Xenoverse

Star15

Xenoverse is a collection of randomized RL, Language, and general-purpose simulation environments, designed for training General-Purpose Learning Agents (GLAs).

simulator reinforcement-learning ai simulation agi artificial-intelligence rl artificial-general-intelligence meta-learning meta-rl rl-environment rl-envs meta-reinforcement-learning in-context-learning in-context-reinforcement-learning general-purpose-learning-agents general-purpose-in-context-learning

UpdatedMay 8, 2025
Python

BKHMSI /Meta-RL-Harlow

Star14

PyTorch implementation of two variants of the Harlow visual fixation task (PsychLab and 1D version). Reproduces the results found in two papers. Check the ReadMe for more details!

reinforcement-learning neuroscience deepmind-lab a3c deepmind meta-learning a3c-lstm meta-reinforcement-learning harlow psychlab

UpdatedSep 2, 2020
Python

instadeepai /outer-value-function-meta-rl

Star13

Code of the paper: Debiasing Meta-Gradient Reinforcement Learning by Learning the Outer Value Function

reinforcement-learning meta-reinforcement-learning

UpdatedNov 22, 2022
Jupyter Notebook

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meta-reinforcement-learning

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mtrazzi /two-step-task