awesome-decision-transformer
A curated list of Decision Transformer resources (continually updated)
https://github.com/opendilab/awesome-decision-transformer
Last synced: 10 days ago
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Papers
AAAI 2022
- Dreaming with Transformers
- Dreaming with Transformers
- Dreaming with Transformers
- Deepmind Lab - simulator/vista)
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
CoRL 2022
- Offline Reinforcement Learning for Customizable Visual Navigation
- RECON
- Instruction-driven history-aware policies for robotic manipulations
- official
- Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation
CoRL 2023
ICLR 2022
- Learning Transferable Policies By Inferring Agent Morphology
- Silver-Bullet-3D at ManiSkill 2021: Learning-from-Demonstrations and Heuristic Rule-based Methods for Object Manipulation
- Generalized Decision Transformer for Offline Hindsight Information Matching
- official
- ManiSkill
- official
ICLR 2023
- Learning to Modulate pre-trained Models in RL
- EDGI: Equivariant Diffusion for Planning with Embodied Agents
- DeFog: Decision Transformer under Random Frame Dropping
- official
- MetaWorld - deepmind/dm_control)
- In-context Reinforcement Learning with Algorithm Distillation
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
ICLR 2025
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
ICML 2021
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
ICML 2023
- Q-learning Decision Transformer: Leveraging Dynamic Programming for Conditional Sequence Modelling in Offline RL
- Constrained Decision Transformer for Offline Safe Reinforcement Learning
- D4RL
- Bullet-Safety-Gym
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
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
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