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LilHairdy
/
cleanrl_memory_gym

Reinforcement Learning
Memory Gym
Proximal Policy Optimization
Transformer-XL
CleanRL
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xet
Community

Pre-trained models that work with CleanRL's PPO-TrXL implementation and the environments of Memory Gym. Usage via enjoy.py found here.

Original Paper and Implementation

  • Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents
  • neroRL, Episodic Transformer Memory PPO
  • Interactive Visualizations of Trained Agents

Related Publications and Repositories

  • Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
  • Stabilizing Transformers for Reinforcement Learning
  • Towards mental time travel: a hierarchical memory for reinforcement learning agents
  • Grounded Language Learning Fast and Slow
  • transformerXL_PPO_JAX
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Papers for LilHairdy/cleanrl_memory_gym

Memory Gym: Towards Endless Tasks to Benchmark Memory Capabilities of Agents

Paper • 2309.17207 • Published Sep 29, 2023

Towards mental time travel: a hierarchical memory for reinforcement learning agents

Paper • 2105.14039 • Published May 28, 2021

Grounded Language Learning Fast and Slow

Paper • 2009.01719 • Published Sep 3, 2020

Stabilizing Transformers for Reinforcement Learning

Paper • 1910.06764 • Published Oct 13, 2019

Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context

Paper • 1901.02860 • Published Jan 9, 2019 • 4
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