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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 4 of 8: papers 301 to 400 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.

• Q-Value Weighted Regression: Reinforcement Learning with Limited Data
  12 Feb 2021 1 repository listed Syntology 0 ran · 1 unverified (of 1 harvested sample)
• POPO: Pessimistic Offline Policy Optimization
  26 Dec 2020 1 repository listed
• Offline Reinforcement Learning from Images with Latent Space Models
  21 Dec 2020 1 repository listed
• RL Unplugged: A Collection of Benchmarks for Offline Reinforcement Learning
  1 Dec 2020 1 repository listed
• Batch Exploration with Examples for Scalable Robotic Reinforcement Learning
  22 Oct 2020 1 repository listed
• Human-centric Dialog Training via Offline Reinforcement Learning
  12 Oct 2020 1 repository listed Syntology official: no sample here; runs from other or unrecorded repositories · 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)
• FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization
  2 Oct 2020 1 repository listed Syntology official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 3 pointer-only (licence)
• An Optimistic Perspective on Offline Deep Reinforcement Learning
  1 Jan 2020 1 repository listed
• Behavior Regularized Offline Reinforcement Learning
  26 Nov 2019 1 repository listed
• An Optimistic Perspective on Offline Reinforcement Learning
  10 Jul 2019 1 repository listed
• From Novelty to Imitation: Self-Distilled Rewards for Offline Reinforcement Learning
  17 Jul 2025 0 repositories listed
• Robust Bandwidth Estimation for Real-Time Communication with Offline Reinforcement Learning
  8 Jul 2025 0 repositories listed
• Flow-Based Single-Step Completion for Efficient and Expressive Policy Learning
  26 Jun 2025 0 repositories listed Syntology 3 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Optimal Single-Policy Sample Complexity and Transient Coverage for Average-Reward Offline RL
  26 Jun 2025 0 repositories listed
• IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards
  17 Jun 2025 0 repositories listed
• Toward Explainable Offline RL: Analyzing Representations in Intrinsically Motivated Decision Transformers
  16 Jun 2025 0 repositories listed
• MOORL: A Framework for Integrating Offline-Online Reinforcement Learning
  11 Jun 2025 0 repositories listed
• How to Provably Improve Return Conditioned Supervised Learning?
  10 Jun 2025 0 repositories listed
• Policy-Based Trajectory Clustering in Offline Reinforcement Learning
  10 Jun 2025 0 repositories listed
• Semi-gradient DICE for Offline Constrained Reinforcement Learning
  10 Jun 2025 0 repositories listed
• Accelerating Diffusion Models in Offline RL via Reward-Aware Consistency Trajectory Distillation
  9 Jun 2025 0 repositories listed
• Learning to Clarify by Reinforcement Learning Through Reward-Weighted Fine-Tuning
  8 Jun 2025 0 repositories listed
• ADG: Ambient Diffusion-Guided Dataset Recovery for Corruption-Robust Offline Reinforcement Learning
  29 May 2025 0 repositories listed
• Enhanced DACER Algorithm with High Diffusion Efficiency
  29 May 2025 0 repositories listed
• Scaling Offline RL via Efficient and Expressive Shortcut Models
  28 May 2025 0 repositories listed
• GenPO: Generative Diffusion Models Meet On-Policy Reinforcement Learning
  24 May 2025 0 repositories listed
• Diffusion Self-Weighted Guidance for Offline Reinforcement Learning
  23 May 2025 0 repositories listed
• Efficient Online RL Fine Tuning with Offline Pre-trained Policy Only
  22 May 2025 0 repositories listed
• Offline Guarded Safe Reinforcement Learning for Medical Treatment Optimization Strategies
  22 May 2025 0 repositories listed
• Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning
  20 May 2025 0 repositories listed
• Your Offline Policy is Not Trustworthy: Bilevel Reinforcement Learning for Sequential Portfolio Optimization
  19 May 2025 0 repositories listed
• Prior-Guided Diffusion Planning for Offline Reinforcement Learning
  16 May 2025 0 repositories listed
• Reinforcement Learning for Individual Optimal Policy from Heterogeneous Data
  14 May 2025 0 repositories listed
• Feasibility-Aware Pessimistic Estimation: Toward Long-Horizon Safety in Offline RL
  13 May 2025 0 repositories listed
• Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains
  12 May 2025 0 repositories listed
• What Matters for Batch Online Reinforcement Learning in Robotics?
  12 May 2025 0 repositories listed
• Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach
  10 May 2025 0 repositories listed
• Pretraining a Shared Q-Network for Data-Efficient Offline Reinforcement Learning
  9 May 2025 0 repositories listed
• Taming OOD Actions for Offline Reinforcement Learning: An Advantage-Based Approach
  8 May 2025 0 repositories listed
• Exploring the Potential of Offline RL for Reasoning in LLMs: A Preliminary Study
  4 May 2025 0 repositories listed
• Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning
  3 May 2025 0 repositories listed
• Offline Robotic World Model: Learning Robotic Policies without a Physics Simulator
  23 Apr 2025 0 repositories listed
• VIPO: Value Function Inconsistency Penalized Offline Reinforcement Learning
  16 Apr 2025 0 repositories listed Syntology 10 ran (of which 9 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 14 harvested samples) · 14 pointer-only (licence)
• Towards Optimal Differentially Private Regret Bounds in Linear MDPs
  12 Apr 2025 0 repositories listed
• Decision SpikeFormer: Spike-Driven Transformer for Decision Making
  4 Apr 2025 0 repositories listed
• Model-Based Offline Reinforcement Learning with Adversarial Data Augmentation
  26 Mar 2025 0 repositories listed
• Offline Reinforcement Learning with Discrete Diffusion Skills
  26 Mar 2025 0 repositories listed
• Behaviour Discovery and Attribution for Explainable Reinforcement Learning
  19 Mar 2025 0 repositories listed
• Evaluation-Time Policy Switching for Offline Reinforcement Learning
  15 Mar 2025 0 repositories listed
• The Pitfalls of Imitation Learning when Actions are Continuous
  12 Mar 2025 0 repositories listed
• Policy Regularization on Globally Accessible States in Cross-Dynamics Reinforcement Learning
  10 Mar 2025 0 repositories listed
• Energy-Weighted Flow Matching for Offline Reinforcement Learning
  6 Mar 2025 0 repositories listed
• Yes, Q-learning Helps Offline In-Context RL
  24 Feb 2025 0 repositories listed
• Enhancing Offline Model-Based RL via Active Model Selection: A Bayesian Optimization Perspective
  17 Feb 2025 0 repositories listed
• Which Features are Best for Successor Features?
  15 Feb 2025 0 repositories listed
• Diverse Transformer Decoding for Offline Reinforcement Learning Using Financial Algorithmic Approaches
  13 Feb 2025 0 repositories listed
• Enhancing Pre-Trained Decision Transformers with Prompt-Tuning Bandits
  7 Feb 2025 0 repositories listed
• Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning
  6 Feb 2025 0 repositories listed
• OmniRL: In-Context Reinforcement Learning by Large-Scale Meta-Training in Randomized Worlds
  5 Feb 2025 0 repositories listed
• Policy-Guided Causal State Representation for Offline Reinforcement Learning Recommendation
  4 Feb 2025 0 repositories listed
• Resilient UAV Trajectory Planning via Few-Shot Meta-Offline Reinforcement Learning
  3 Feb 2025 0 repositories listed
• Flexible Blood Glucose Control: Offline Reinforcement Learning from Human Feedback
  27 Jan 2025 0 repositories listed
• Data Center Cooling System Optimization Using Offline Reinforcement Learning
  25 Jan 2025 0 repositories listed
• Large Language Model driven Policy Exploration for Recommender Systems
  23 Jan 2025 0 repositories listed
• DRDT3: Diffusion-Refined Decision Test-Time Training Model
  12 Jan 2025 0 repositories listed
• SR-Reward: Taking The Path More Traveled
  4 Jan 2025 0 repositories listed
• On the Statistical Complexity for Offline and Low-Adaptive Reinforcement Learning with Structures
  3 Jan 2025 0 repositories listed
• Goal-Conditioned Data Augmentation for Offline Reinforcement Learning
  29 Dec 2024 0 repositories listed
• Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization
  24 Dec 2024 0 repositories listed
• AdaCred: Adaptive Causal Decision Transformers with Feature Crediting
  19 Dec 2024 0 repositories listed
• Policy Agnostic RL: Offline RL and Online RL Fine-Tuning of Any Class and Backbone
  9 Dec 2024 0 repositories listed
• Finer Behavioral Foundation Models via Auto-Regressive Features and Advantage Weighting
  5 Dec 2024 0 repositories listed
• Improving Dynamic Object Interactions in Text-to-Video Generation with AI Feedback
  3 Dec 2024 0 repositories listed
• Robust Offline Reinforcement Learning with Linearly Structured f-Divergence Regularization
  27 Nov 2024 0 repositories listed Syntology 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples)
• LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble
  26 Nov 2024 0 repositories listed
• PROGRESSOR: A Perceptually Guided Reward Estimator with Self-Supervised Online Refinement
  26 Nov 2024 0 repositories listed
• Preserving Expert-Level Privacy in Offline Reinforcement Learning
  18 Nov 2024 0 repositories listed
• Navigation with QPHIL: Quantizing Planner for Hierarchical Implicit Q-Learning
  12 Nov 2024 0 repositories listed
• Streetwise Agents: Empowering Offline RL Policies to Outsmart Exogenous Stochastic Disturbances in RTC
  11 Nov 2024 0 repositories listed
• OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control
  10 Nov 2024 0 repositories listed
• Real-World Offline Reinforcement Learning from Vision Language Model Feedback
  8 Nov 2024 0 repositories listed
• Q-SFT: Q-Learning for Language Models via Supervised Fine-Tuning
  7 Nov 2024 0 repositories listed
• Offline Reinforcement Learning and Sequence Modeling for Downlink Link Adaptation
  30 Oct 2024 0 repositories listed
• Offline reinforcement learning for job-shop scheduling problems
  21 Oct 2024 0 repositories listed
• Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces
  21 Oct 2024 0 repositories listed
• Off-dynamics Conditional Diffusion Planners
  16 Oct 2024 0 repositories listed
• DIAR: Diffusion-model-guided Implicit Q-learning with Adaptive Revaluation
  15 Oct 2024 0 repositories listed
• Diffusion-Based Offline RL for Improved Decision-Making in Augmented ARC Task
  15 Oct 2024 0 repositories listed
• Multi-Objective-Optimization Multi-AUV Assisted Data Collection Framework for IoUT Based on Offline Reinforcement Learning
  15 Oct 2024 0 repositories listed
• Integrating Reinforcement Learning and Large Language Models for Crop Production Process Management Optimization and Control through A New Knowledge-Based Deep Learning Paradigm
  13 Oct 2024 0 repositories listed
• Offline Inverse Constrained Reinforcement Learning for Safe-Critical Decision Making in Healthcare
  10 Oct 2024 0 repositories listed
• ComaDICE: Offline Cooperative Multi-Agent Reinforcement Learning with Stationary Distribution Shift Regularization
  2 Oct 2024 0 repositories listed
• The Smart Buildings Control Suite: A Diverse Open Source Benchmark to Evaluate and Scale HVAC Control Policies for Sustainability
  2 Oct 2024 0 repositories listed
• OffRIPP: Offline RL-based Informative Path Planning
  25 Sep 2024 0 repositories listed
• Development and Validation of Heparin Dosing Policies Using an Offline Reinforcement Learning Algorithm
  24 Sep 2024 0 repositories listed
• KAN v.s. MLP for Offline Reinforcement Learning
  15 Sep 2024 0 repositories listed
• Q-value Regularized Decision ConvFormer for Offline Reinforcement Learning
  12 Sep 2024 0 repositories listed
• Enhancing Cross-domain Pre-Trained Decision Transformers with Adaptive Attention
  11 Sep 2024 0 repositories listed
• Tractable Offline Learning of Regular Decision Processes
  4 Sep 2024 0 repositories listed
• Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning
  28 Aug 2024 0 repositories listed

Syntology lines on 6 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.