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Offline RL

Papers archive 2025-07-28

archive papers tagged: 755 · with a code link: 310 · where Syntology ran a sample: 164 (139 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (164 of 755 tagged: 139 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument)

Page 7 of 8: papers 601 to 700 of 755, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Offline Reinforcement Learning with Closed-Form Policy Improvement Operators
  29 Nov 2022 0 repositories listed
• Is Conditional Generative Modeling all you need for Decision-Making?
  28 Nov 2022 0 repositories listed
• Offline Q-Learning on Diverse Multi-Task Data Both Scales And Generalizes
  28 Nov 2022 0 repositories listed
• State-Aware Proximal Pessimistic Algorithms for Offline Reinforcement Learning
  28 Nov 2022 0 repositories listed
• Domain Generalization for Robust Model-Based Offline Reinforcement Learning
  27 Nov 2022 0 repositories listed
• On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation
  23 Nov 2022 0 repositories listed
• Contextual Transformer for Offline Meta Reinforcement Learning
  15 Nov 2022 0 repositories listed
• Offline Reinforcement Learning with Adaptive Behavior Regularization
  15 Nov 2022 0 repositories listed
• Leveraging Offline Data in Online Reinforcement Learning
  9 Nov 2022 0 repositories listed
• ARMOR: A Model-based Framework for Improving Arbitrary Baseline Policies with Offline Data
  8 Nov 2022 0 repositories listed
• Wall Street Tree Search: Risk-Aware Planning for Offline Reinforcement Learning
  6 Nov 2022 0 repositories listed
• Contrastive Value Learning: Implicit Models for Simple Offline RL
  3 Nov 2022 0 repositories listed
• Oracle Inequalities for Model Selection in Offline Reinforcement Learning
  3 Nov 2022 0 repositories listed
• Dual Generator Offline Reinforcement Learning
  2 Nov 2022 0 repositories listed Syntology 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Offline RL With Realistic Datasets: Heteroskedasticity and Support Constraints
  2 Nov 2022 0 repositories listed
• Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian
  1 Nov 2022 0 repositories listed
• Implicit Offline Reinforcement Learning via Supervised Learning
  21 Oct 2022 0 repositories listed
• Boosting Offline Reinforcement Learning via Data Rebalancing
  17 Oct 2022 0 repositories listed
• Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data
  16 Oct 2022 0 repositories listed
• State Advantage Weighting for Offline RL
  9 Oct 2022 0 repositories listed Syntology 0 ran · 5 unverified (of 5 harvested samples)
• The Role of Coverage in Online Reinforcement Learning
  9 Oct 2022 0 repositories listed
• Offline Reinforcement Learning with Differentiable Function Approximation is Provably Efficient
  3 Oct 2022 0 repositories listed
• Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes
  18 Sep 2022 0 repositories listed
• Can Offline Reinforcement Learning Help Natural Language Understanding?
  15 Sep 2022 0 repositories listed
• Distributionally Robust Offline Reinforcement Learning with Linear Function Approximation
  14 Sep 2022 0 repositories listed
• Task-Agnostic Learning to Accomplish New Tasks
  9 Sep 2022 0 repositories listed
• Dialogue Evaluation with Offline Reinforcement Learning
  2 Sep 2022 0 repositories listed
• Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments
  23 Aug 2022 0 repositories listed
• Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity
  11 Aug 2022 0 repositories listed
• Offline Reinforcement Learning at Multiple Frequencies
  26 Jul 2022 0 repositories listed
• BCRLSP: An Offline Reinforcement Learning Framework for Sequential Targeted Promotion
  16 Jul 2022 0 repositories listed
• GriddlyJS: A Web IDE for Reinforcement Learning
  13 Jul 2022 0 repositories listed
• An Empirical Study of Implicit Regularization in Deep Offline RL
  5 Jul 2022 0 repositories listed
• Offline RL Policies Should be Trained to be Adaptive
  5 Jul 2022 0 repositories listed
• Prompting Decision Transformer for Few-Shot Policy Generalization
  27 Jun 2022 0 repositories listed
• A Survey on Model-based Reinforcement Learning
  19 Jun 2022 0 repositories listed
• Bootstrapped Transformer for Offline Reinforcement Learning
  17 Jun 2022 0 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
• Contrastive Learning as Goal-Conditioned Reinforcement Learning
  15 Jun 2022 0 repositories listed
• Provable Benefit of Multitask Representation Learning in Reinforcement Learning
  13 Jun 2022 0 repositories listed
• Provably Efficient Offline Reinforcement Learning with Trajectory-Wise Reward
  13 Jun 2022 0 repositories listed
• Federated Offline Reinforcement Learning
  11 Jun 2022 0 repositories listed
• Large-Scale Retrieval for Reinforcement Learning
  10 Jun 2022 0 repositories listed
• On the Role of Discount Factor in Offline Reinforcement Learning
  7 Jun 2022 0 repositories listed
• Offline Reinforcement Learning with Causal Structured World Models
  3 Jun 2022 0 repositories listed
• Offline Reinforcement Learning with Differential Privacy
  2 Jun 2022 0 repositories listed
• Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL
  1 Jun 2022 0 repositories listed
• Model Generation with Provable Coverability for Offline Reinforcement Learning
  1 Jun 2022 0 repositories listed
• Nearly Minimax Optimal Offline Reinforcement Learning with Linear Function Approximation: Single-Agent MDP and Markov Game
  31 May 2022 0 repositories listed
• You Can't Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments
  31 May 2022 0 repositories listed
• Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes
  26 May 2022 0 repositories listed
• How to Spend Your Robot Time: Bridging Kickstarting and Offline Reinforcement Learning for Vision-based Robotic Manipulation
  6 May 2022 0 repositories listed
• Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning
  5 May 2022 0 repositories listed
• Towards Flexible Inference in Sequential Decision Problems via Bidirectional Transformers
  28 Apr 2022 0 repositories listed
• Learning Value Functions from Undirected State-only Experience
  26 Apr 2022 0 repositories listed
• When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning?
  12 Apr 2022 0 repositories listed
• Settling the Sample Complexity of Model-Based Offline Reinforcement Learning
  11 Apr 2022 0 repositories listed
• A Conservative Q-Learning approach for handling distribution shift in sepsis treatment strategies
  25 Mar 2022 0 repositories listed
• Offline Reinforcement Learning Under Value and Density-Ratio Realizability: The Power of Gaps
  25 Mar 2022 0 repositories listed
• Bellman Residual Orthogonalization for Offline Reinforcement Learning
  24 Mar 2022 0 repositories listed
• Optimizing Trajectories for Highway Driving with Offline Reinforcement Learning
  21 Mar 2022 0 repositories listed
• DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning
  13 Mar 2022 0 repositories listed
• Reliable validation of Reinforcement Learning Benchmarks
  2 Mar 2022 0 repositories listed
• Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity
  28 Feb 2022 0 repositories listed
• Settling the Communication Complexity for Distributed Offline Reinforcement Learning
  10 Feb 2022 0 repositories listed
• Offline Reinforcement Learning with Realizability and Single-policy Concentrability
  9 Feb 2022 0 repositories listed
• Transferred Q-learning
  9 Feb 2022 0 repositories listed
• How to Leverage Unlabeled Data in Offline Reinforcement Learning
  3 Feb 2022 0 repositories listed
• The Challenges of Exploration for Offline Reinforcement Learning
  27 Jan 2022 0 repositories listed
• Offline Reinforcement Learning for Road Traffic Control
  7 Jan 2022 0 repositories listed
• Importance of Empirical Sample Complexity Analysis for Offline Reinforcement Learning
  31 Dec 2021 0 repositories listed
• Single-Shot Pruning for Offline Reinforcement Learning
  31 Dec 2021 0 repositories listed
• A Validation Tool for Designing Reinforcement Learning Environments
  10 Dec 2021 0 repositories listed
• DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization
  9 Dec 2021 0 repositories listed
• Curriculum Offline Imitating Learning
  1 Dec 2021 0 repositories listed
• Improving Zero-shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions
  29 Nov 2021 0 repositories listed
• UMBRELLA: Uncertainty-Aware Model-Based Offline Reinforcement Learning Leveraging Planning
  22 Nov 2021 0 repositories listed
• Offline Reinforcement Learning: Fundamental Barriers for Value Function Approximation
  21 Nov 2021 0 repositories listed
• A Survey of Zero-shot Generalisation in Deep Reinforcement Learning
  18 Nov 2021 0 repositories listed
• Koopman Q-learning: Offline Reinforcement Learning via Symmetries of Dynamics
  2 Nov 2021 0 repositories listed
• Towards Instance-Optimal Offline Reinforcement Learning with Pessimism
  17 Oct 2021 0 repositories listed
• Value Penalized Q-Learning for Recommender Systems
  15 Oct 2021 0 repositories listed
• Representation Learning for Online and Offline RL in Low-rank MDPs
  9 Oct 2021 0 repositories listed
• Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters
  8 Oct 2021 0 repositories listed
• Offline RL With Resource Constrained Online Deployment
  7 Oct 2021 0 repositories listed
• You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL
  5 Oct 2021 0 repositories listed
• Adaptive Q-learning for Interaction-Limited Reinforcement Learning
  29 Sep 2021 0 repositories listed
• CrowdPlay: Crowdsourcing human demonstration data for offline learning in Atari games
  29 Sep 2021 0 repositories listed
• Data Sharing without Rewards in Multi-Task Offline Reinforcement Learning
  29 Sep 2021 0 repositories listed
• Learning Pseudometric-based Action Representations for Offline Reinforcement Learning
  29 Sep 2021 0 repositories listed
• Offline Reinforcement Learning for Large Scale Language Action Spaces
  29 Sep 2021 0 repositories listed
• Offline Reinforcement Learning with Resource Constrained Online Deployment
  29 Sep 2021 0 repositories listed
• Pareto Policy Pool for Model-based Offline Reinforcement Learning
  29 Sep 2021 0 repositories listed
• Particle Based Stochastic Policy Optimization
  29 Sep 2021 0 repositories listed
• Reward Shifting for Optimistic Exploration and Conservative Exploitation
  29 Sep 2021 0 repositories listed
• Semi-supervised Offline Reinforcement Learning with Pre-trained Decision Transformers
  29 Sep 2021 0 repositories listed
• Should I Run Offline Reinforcement Learning or Behavioral Cloning?
  29 Sep 2021 0 repositories listed
• Targeted Environment Design from Offline Data
  29 Sep 2021 0 repositories listed
• The Essential Elements of Offline RL via Supervised Learning
  29 Sep 2021 0 repositories listed
• Uncertainty Regularized Policy Learning for Offline Reinforcement Learning
  29 Sep 2021 0 repositories listed
• Variational oracle guiding for reinforcement learning
  29 Sep 2021 0 repositories listed

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.