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awesome-decision-transformer
A curated list of Decision Transformer resources (continually updated)
https://github.com/opendilab/awesome-decision-transformer
Last synced: 4 days ago
JSON representation
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Papers
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Arxiv
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- Context-Former: Stitching via Latent Conditioned Sequence Modeling
- Real-time Network Intrusion Detection via Decision Transformers
- Prompt-Tuning Decision Transformer with Preference Ranking
- Graph Decision Transformer
- Can Offline Reinforcement Learning Help Natural Language Understanding?
- Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks
- Transfer learning with causal counterfactual reasoning in Decision Transformers
- Pretraining for Language Conditioned Imitation with Transformers
- An Offline Deep Reinforcement Learning for Maintenance Decision-Making
- NASA C-MAPSS
- A Sequence Modelling Approach to Question Answering in Text-Based Games
- Can Wikipedia Help Offline Reinforcement Learning?
- Switch Trajectory Transformer with Distributional Value Approximation for Multi-Task Reinforcement Learning
- official
- Deep Transformer Q-Networks for Partially Observable Reinforcement Learning
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- Attention-Based Learning for Combinatorial Optimization
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SaFormer: A Conditional Sequence Modeling Approach to Offline Safe Reinforcement Learning
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- official
- MINIGRID
- QAIT
- official
- GV - h-nguyen/pomdp-domains)
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
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ICML 2024
- Q-value Regularized Transformer for Offline Reinforcement Learning
- Temporal Logic Specification-Conditioned Decision Transformer for Offline Safe Reinforcement Learning
- Think Before You Act: Decision Transformers with Working Memory
- In-Context Decision Transformer: Reinforcement Learning via Hierarchical Chain-of-Thought
- Rethinking Decision Transformer via Hierarchical Reinforcement Learning
- DSRL
- HarmoDT: Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning
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ICLR 2024
- Learning Multi-Agent Communication from Graph Modeling Perspective
- Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making
- When should we prefer Decision Transformers for Offline Reinforcement Learning?
- Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining
- Searching for High-Value Molecules Using Reinforcement Learning and Transformers
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NeurIPS 2023
- Is Feedback All You Need? Leveraging Natural Language Feedback in Goal-Conditioned Reinforcement Learning
- BabyAI
- STEVE-1: A Generative Model for Text-to-Behavior in Minecraft
- Transformers as Statisticians: Provable In-Context Learning with In-Context Algorithm Selection
- Elastic Decision Transformer
- Structured state space models for in-context reinforcement learning
- Supervised Pretraining Can Learn In-Context Reinforcement Learning
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IROS 2023
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ICML 2023
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ICRA 2023
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NeurIPS 2022
- Multi-Game Decision Transformers
- official
- Bootstrapped Transformer for Offline Reinforcement Learning
- Multi-Agent Reinforcement Learning is a Sequence Modeling Problem
- You Can't Count on Luck: Why Decision Transformers Fail in Stochastic Environments
- When does return-conditioned supervised learning work for offline reinforcement learning?
- Decision making as language generation
- 2048
- SMAC
- Atari - research/batch_rl)
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CoRL 2023
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ICLR 2023
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CoRL 2022
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ICML 2022
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AAAI 2022
- Dreaming with Transformers
- Deepmind Lab - simulator/vista)
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ICLR 2022
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NeurIPS 2021
- Decision Transformer: Reinforcement Learning via Sequence Modeling
- Offline Reinforcement Learning as One Big Sequence Modeling Problem
- TransDreamer: Reinforcement Learning with Transformer World Models
- official - engine](https://github.com/opendilab/DI-engine/blob/main/dizoo/d4rl/entry/d4rl_dt_main.py)
- DMC
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ICML 2021
- Reinforcement learning as one big sequence modeling problem
- MuJoco - berkeley/d4rl)
- official
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Surveys
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Advantage
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- On Transforming Reinforcement Learning With Transformers: The Development Trajectory
- Large sequence models for sequential decision-making: a survey
- A Survey on Transformers in Reinforcement Learning
- Transformers in Reinforcement Learning: A Survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
- Large sequence models for sequential decision-making: a survey
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Programming Languages
Categories
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Keywords
reinforcement-learning
8
deep-learning
4
machine-learning
4
artificial-intelligence
4
robotics
3
gym
2
benchmark
2
neural-networks
2
mujoco
2
safety
2
offline-learning
1
q-learning
1
transformers
1
gym-environments
1
open-source
1
pybullet
1
2048
1
ddqn
1
attention-mechanisms
1
safe-rl
1
offline-rl
1
imitation-learning
1
dataset
1
gridworld-environment
1
frame-dropping
1
physics-simulation
1
modularity
1
modular-control
1
message-passing
1
locomotion
1
graph-neural-networks
1
generalization
1
emergent-communication
1
decentralized-control
1
starcraft-ii
1
multiagent-systems
1
multi-task
1
meta-rl
1
benchmark-environments
1
simulation-environment
1
robotics-simulation
1
robot-manipulation
1
embodied-ai
1
computer-vision
1
3d-computer-vision
1
openai-gym
1
gym-environment
1
decision-transformers
1