awesome-decision-transformer
A curated list of Decision Transformer resources (continually updated)
https://github.com/opendilab/awesome-decision-transformer
Last synced: 14 days ago
JSON representation
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Papers
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AAAI 2022
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Arxiv
- 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
- 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
- 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
- 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
- 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
- SimStu-Transformer: A Transformer-Based Approach to Simulating Student Behaviour
- Decision MetaMamba: Integrating Multi-Modal Input Token Mixer into Mamba-Based Decision Models
- 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
- 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
- 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
- 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
- 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
- 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
- D4RL
- 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
- Decision MetaMamba: Enhancing Selective SSM in Offline RL with Heterogeneous Sequence Mixing
- 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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CoRL 2022
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CoRL 2023
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ICLR 2022
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ICLR 2023
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ICLR 2024
- 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
- Learning Multi-Agent Communication from Graph Modeling Perspective
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ICLR 2025
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ICLR 2026
- Vintix II: Decision Pre-Trained Transformer is a Scalable In-Context Reinforcement Learner
- Reward Is Enough: LLMs Are In-Context Reinforcement Learners
- Scalable In-Context Q-Learning
- In-Context Learning for Pure Exploration
- Offline Reinforcement Learning with Adaptive Feature Fusion
- Peak-Return Greedy Slicing: Subtrajectory Selection for Transformer-based Offline RL
- TrojanTO: Action-Level Backdoor Attacks Against Trajectory Optimization Models
- GAS: Enhancing Reward-Cost Balance of Generative Model-assisted Offline Safe RL
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ICML 2021
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ICML 2022
- Online Decision Transformer
- Prompting Decision Transformer for Few-Shot Policy Generalization
- official
- Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning
- CARLA
- AnyMorph: Learning Transferable Polices By Inferring Agent Morphology
- MuJoco - berkeley/d4rl)
- unofficial
- Modular-RL
- DMC
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ICML 2023
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ICML 2024
- Rethinking Decision Transformer via Hierarchical Reinforcement Learning
- HarmoDT: Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning
- 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
- DSRL
- Generalization to New Sequential Decision Making Tasks with In-Context Learning
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ICML 2025
- Decision Mixer: Integrating Long-term and Local Dependencies via Dynamic Token Selection for Decision-Making
- Ad Hoc Teamwork via Offline Goal-Based Decision Transformers
- Unveiling Markov heads in Pretrained Language Models for Offline Reinforcement Learning
- Behavioral Exploration: Learning to Explore via In-Context Adaptation
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ICML 2026
- Decision Transformers As Zero-Shot Learners via Text-Behavior Alignment
- Unsupervised Partner Design Enables Robust Ad-hoc Teamwork
- Behavior-Invariant Task Representation Learning with Transformer-based World Models for Offline Meta-Reinforcement Learning
- Benchmarking the Limits of In-Context Reinforcement Learning for Ad-Hoc Teamwork
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Programming Languages
Categories
Sub Categories
Arxiv
129
Advantage
96
NeurIPS 2022
10
ICML 2022
10
ICML 2026
8
ICML 2024
8
ICLR 2026
8
NeurIPS 2023
7
ICLR 2022
6
ICLR 2023
6
CoRL 2022
5
ICLR 2024
5
NeurIPS 2021
4
AAAI 2022
4
ICML 2025
4
NeurIPS 2025
4
ICML 2023
4
CoRL 2023
4
NeurIPS 2024
3
ICRA 2023
3
ICML 2021
2
IROS 2023
2
ICLR 2025
1
IROS 2024
1
Keywords
reinforcement-learning
8
deep-learning
3
machine-learning
3
artificial-intelligence
3
robotics
3
mujoco
2
benchmark
2
safety
2
gym
2
transformers
1
q-learning
1
offline-learning
1
attention-mechanisms
1
safe-rl
1
offline-rl
1
imitation-learning
1
dataset
1
gridworld-environment
1
starcraft-ii
1
multiagent-systems
1
multi-task
1
meta-rl
1
benchmark-environments
1
frame-dropping
1
physics-simulation
1
neural-networks
1
simulation-environment
1
robotics-simulation
1
robot-manipulation
1
robot-learning
1
embodied-ai
1
computer-vision
1
3d-computer-vision
1
modularity
1
modular-control
1
message-passing
1
locomotion
1
graph-neural-networks
1
generalization
1
emergent-communication
1
decentralized-control
1
openai-gym
1
gym-environment
1
ddqn
1
2048
1
pybullet
1
open-source
1
gym-environments
1
decision-transformers
1