some experiments with training and fine-tuning decision transformer
-
Updated
Sep 22, 2023 - Python
some experiments with training and fine-tuning decision transformer
Reinforcement Learning is often complex, but Decision Transformers frame offline RL as a sequence modeling problem. This repo provides the complete stack -- from development to deployment of Decision Transformers.
Implementation of a Decision Transformer for power-grid control in L2RPN. The model learns from offline Tutor/Junior demonstrations and continues training online, serving as a drop-in replacement for PPO in the original pipeline proposed by aspirin96.
Implementing Decision Transformers from scratch for offline RL, benchmarking return-conditioned policies against Behavior Cloning.
Pilaf is a Backgammon agent using Decision Transformers and Offline RL
Implementation of the decision tranformer paper in tinygrad
ATAG - Automated Test Automation Generation
Spiking Decision Transformer: Efficient Reinforcement Learning with Event-Based Sequence Modeling
Applying regular transformer and decision transformer on solving the Rubik's cube. A paper is also written to document the results
ViAD - Visualize, Analyse and Decide methodology. It consists of leveraging Vision Transformers to get the raw visual perception of the environment, an LLM for comprehension and strategic planning, and Decision Transformers to implement low level execution leveraging memory-based learning.
Deep Reinforcement Learning AI to play the SuperTuxKart race game using a Decision Transformer
Code for paper Sub-goal Distillation: A Method to Improve Small Language Agents, accepted at CoLLAs 2024.
Reinforcement learning auto-bidding library for research and production.
Code release for the ICLR 2023 conference paper "DeFog: Decision Transformer under Random Frame Dropping"
stable-baselines with JAX & Haiku
This repository is used to generate data and evaluate Decision Transformers on the CityLearn (Challenge 2022) environment for urban energy management
Retrieval-Augmented Decision Transformer: External Memory for In-context RL
A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks
Implementation of Multi-Game Decision Transformers in PyTorch
The official implementation of "Transformer in Transformer as Backbone for Deep Reinforcement Learning"
Add a description, image, and links to the decision-transformers topic page so that developers can more easily learn about it.
To associate your repository with the decision-transformers topic, visit your repo's landing page and select "manage topics."