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Deep Reinforcement Learning

Papers archive 2025-07-28

archive papers tagged: 5,822 · with a code link: 1,739 · where Syntology ran a sample: 398 (340 with a run with no instrument failure, 58 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (398 of 5,822 tagged: 340 with a run with no instrument failure, 58 where every run was a failure of Syntology's instrument)

Page 3 of 59: papers 201 to 300 of 5,822, 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.

• CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning
  5 Jul 2022 2 repositories listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Generalized Policy Improvement Algorithms with Theoretically Supported Sample Reuse
  28 Jun 2022 2 repositories listed
• Collaborative Target Search with a Visual Drone Swarm: An Adaptive Curriculum Embedded Multistage Reinforcement Learning Approach
  26 Apr 2022 2 repositories listed
• 5G Routing Interfered Environment
  28 Mar 2022 2 repositories listed
• Quantum Deep Reinforcement Learning for Robot Navigation Tasks
  24 Feb 2022 2 repositories listed Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 9 harvested samples)
• SimSR: Simple Distance-based State Representation for Deep Reinforcement Learning
  31 Dec 2021 2 repositories listed
• Lane Change Decision-Making through Deep Reinforcement Learning
  24 Dec 2021 2 repositories listed
• CleanRL: High-quality Single-file Implementations of Deep Reinforcement Learning Algorithms
  16 Nov 2021 2 repositories listed Syntology official: no sample here; runs from other or unrecorded repositories · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• d3rlpy: An Offline Deep Reinforcement Learning Library
  6 Nov 2021 2 repositories listed
• Learning Temporally-Consistent Representations for Data-Efficient Reinforcement Learning
  11 Oct 2021 2 repositories listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 4 pointer-only (licence)
• Large Batch Experience Replay
  4 Oct 2021 2 repositories listed Syntology official (archive's flag): 5 ran · 7 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples)
• Solving the Real Robot Challenge using Deep Reinforcement Learning
  30 Sep 2021 2 repositories listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples)
• Learning Practically Feasible Policies for Online 3D Bin Packing
  31 Aug 2021 2 repositories listed
• MarsExplorer: Exploration of Unknown Terrains via Deep Reinforcement Learning and Procedurally Generated Environments
  21 Jul 2021 2 repositories listed
• Tactile Sim-to-Real Policy Transfer via Real-to-Sim Image Translation
  16 Jun 2021 2 repositories listed
• PlayVirtual: Augmenting Cycle-Consistent Virtual Trajectories for Reinforcement Learning
  8 Jun 2021 2 repositories listed Syntology official (archive's flag): 7 ran · 7 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples)
• MICo: Improved representations via sampling-based state similarity for Markov decision processes
  3 Jun 2021 2 repositories listed Syntology community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Action Advising with Advice Imitation in Deep Reinforcement Learning
  17 Apr 2021 2 repositories listed
• Improving Robustness of Deep Reinforcement Learning Agents: Environment Attack based on the Critic Network
  7 Apr 2021 2 repositories listed
• Discovering Diverse Solutions in Deep Reinforcement Learning by Maximizing State-Action-Based Mutual Information
  12 Mar 2021 2 repositories listed
• Continuous Coordination As a Realistic Scenario for Lifelong Learning
  4 Mar 2021 2 repositories listed
• Decoupling Value and Policy for Generalization in Reinforcement Learning
  20 Feb 2021 2 repositories listed
• State Entropy Maximization with Random Encoders for Efficient Exploration
  18 Feb 2021 2 repositories listed
• Tactical Optimism and Pessimism for Deep Reinforcement Learning
  7 Feb 2021 2 repositories listed
• Counterfactual State Explanations for Reinforcement Learning Agents via Generative Deep Learning
  29 Jan 2021 2 repositories listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Robust Reinforcement Learning on State Observations with Learned Optimal Adversary
  21 Jan 2021 2 repositories listed Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• Solving Common-Payoff Games with Approximate Policy Iteration
  11 Jan 2021 2 repositories listed Syntology official (archive's flag): 2 ran · 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) · 7 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 9 harvested samples)
• Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching
  16 Dec 2020 2 repositories listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 8 pointer-only (licence)
• BeBold: Exploration Beyond the Boundary of Explored Regions
  15 Dec 2020 2 repositories listed
• Language as a Cognitive Tool to Imagine Goals in Curiosity Driven Exploration
  1 Dec 2020 2 repositories listed
• Revisiting Rainbow: Promoting more Insightful and Inclusive Deep Reinforcement Learning Research
  20 Nov 2020 2 repositories listed
• SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulation
  14 Nov 2020 2 repositories listed
• Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning
  9 Nov 2020 2 repositories listed
• Learning Guidance Rewards with Trajectory-space Smoothing
  23 Oct 2020 2 repositories listed Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Improving Generalization in Reinforcement Learning with Mixture Regularization
  21 Oct 2020 2 repositories listed
• Visual Navigation in Real-World Indoor Environments Using End-to-End Deep Reinforcement Learning
  21 Oct 2020 2 repositories listed
• UAV Path Planning using Global and Local Map Information with Deep Reinforcement Learning
  14 Oct 2020 2 repositories listed
• EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models
  9 Oct 2020 2 repositories listed
• Deep Reinforcement Learning for Process Synthesis
  23 Sep 2020 2 repositories listed
• Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data
  15 Sep 2020 2 repositories listed Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
• Congested Urban Networks Tend to Be Insensitive to Signal Settings: Implications for Learning-Based Control
  21 Aug 2020 2 repositories listed
• Reinforcement Learning with Quantum Variational Circuits
  15 Aug 2020 2 repositories listed
• TriFinger: An Open-Source Robot for Learning Dexterity
  8 Aug 2020 2 repositories listed Syntology 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples)
• Robust Deep Reinforcement Learning through Adversarial Loss
  5 Aug 2020 2 repositories listed Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples) · 2 pointer-only (licence)
• Revisiting Fundamentals of Experience Replay
  13 Jul 2020 2 repositories listed Syntology community repositories only · 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) · 1 pointer-only (licence)
• An Equivalence between Loss Functions and Non-Uniform Sampling in Experience Replay
  12 Jul 2020 2 repositories listed Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples)
• Relation-Aware Transformer for Portfolio Policy Learning
  1 Jul 2020 2 repositories listed
• MDP Homomorphic Networks: Group Symmetries in Reinforcement Learning
  30 Jun 2020 2 repositories listed Syntology official (archive's flag): 2 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
• A Closer Look at Invalid Action Masking in Policy Gradient Algorithms
  25 Jun 2020 2 repositories listed Syntology official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 1 pointer-only (licence)
• Pipeline PSRO: A Scalable Approach for Finding Approximate Nash Equilibria in Large Games
  15 Jun 2020 2 repositories listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
• Learning to Play No-Press Diplomacy with Best Response Policy Iteration
  8 Jun 2020 2 repositories listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
• Implementation Matters in Deep RL: A Case Study on PPO and TRPO
  1 May 2020 2 repositories listed
• Chip Placement with Deep Reinforcement Learning
  22 Apr 2020 2 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)
• Modeling 3D Shapes by Reinforcement Learning
  27 Mar 2020 2 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Exploring Unknown States with Action Balance
  10 Mar 2020 2 repositories listed
• Learning When and Where to Zoom with Deep Reinforcement Learning
  1 Mar 2020 2 repositories listed
• Language as a Cognitive Tool to Imagine Goals in Curiosity-Driven Exploration
  21 Feb 2020 2 repositories listed Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Soft Hindsight Experience Replay
  6 Feb 2020 2 repositories listed
• Multitask radiological modality invariant landmark localization using deep reinforcement learning
  25 Jan 2020 2 repositories listed
• SoundSpaces: Audio-Visual Navigation in 3D Environments
  24 Dec 2019 2 repositories listed
• Explain Your Move: Understanding Agent Actions Using Specific and Relevant Feature Attribution
  23 Dec 2019 2 repositories listed Syntology official (archive's flag): 2 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 3 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 4 pointer-only (licence)
• PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning
  31 Oct 2019 2 repositories listed
• ZPD Teaching Strategies for Deep Reinforcement Learning from Demonstrations
  26 Oct 2019 2 repositories listed Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
• Regularization Matters in Policy Optimization
  21 Oct 2019 2 repositories listed Syntology official: no sample here; runs from other or unrecorded repositories · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Teacher algorithms for curriculum learning of Deep RL in continuously parameterized environments
  16 Oct 2019 2 repositories listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples)
• Modular Deep Reinforcement Learning with Temporal Logic Specifications
  23 Sep 2019 2 repositories listed
• Driving in Dense Traffic with Model-Free Reinforcement Learning
  15 Sep 2019 2 repositories listed
• Flight Controller Synthesis Via Deep Reinforcement Learning
  14 Sep 2019 2 repositories listed
• Deep Reinforcement Learning Algorithm for Dynamic Pricing of Express Lanes with Multiple Access Locations
  10 Sep 2019 2 repositories listed
• Deep Reinforcement Learning for Control of Probabilistic Boolean Networks
  7 Sep 2019 2 repositories listed
• Classification with Costly Features as a Sequential Decision-Making Problem
  5 Sep 2019 2 repositories listed Syntology official (archive's flag): 1 ran · 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)
• Performing Deep Recurrent Double Q-Learning for Atari Games
  16 Aug 2019 2 repositories listed
• Modern Deep Reinforcement Learning Algorithms
  24 Jun 2019 2 repositories listed
• Language as an Abstraction for Hierarchical Deep Reinforcement Learning
  18 Jun 2019 2 repositories listed Syntology official (archive's flag): 1 ran · 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) · 1 unverified (of 2 harvested samples)
• Cross-View Policy Learning for Street Navigation
  13 Jun 2019 2 repositories listed
• Adversarial Policies: Attacking Deep Reinforcement Learning
  25 May 2019 2 repositories listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 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) · 3 unverified (of 5 harvested samples)
• Estimating Risk and Uncertainty in Deep Reinforcement Learning
  23 May 2019 2 repositories listed Syntology official (archive's flag): 1 ran · 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)
• COBRA: Data-Efficient Model-Based RL through Unsupervised Object Discovery and Curiosity-Driven Exploration
  22 May 2019 2 repositories listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
• Meta Reinforcement Learning with Task Embedding and Shared Policy
  16 May 2019 2 repositories listed
• Trajectory-Based Off-Policy Deep Reinforcement Learning
  14 May 2019 2 repositories listed
• Toybox: A Suite of Environments for Experimental Evaluation of Deep Reinforcement Learning
  7 May 2019 2 repositories listed
• Synthesis of Biologically Realistic Human Motion Using Joint Torque Actuation
  30 Apr 2019 2 repositories listed
• Model-free Deep Reinforcement Learning for Urban Autonomous Driving
  20 Apr 2019 2 repositories listed
• Deep Reinforcement Learning with Feedback-based Exploration
  14 Mar 2019 2 repositories listed
• ROS2Learn: a reinforcement learning framework for ROS 2
  14 Mar 2019 2 repositories listed
• Learning Heuristics over Large Graphs via Deep Reinforcement Learning
  8 Mar 2019 2 repositories listed
• Learning To Follow Directions in Street View
  1 Mar 2019 2 repositories listed
• TrojDRL: Trojan Attacks on Deep Reinforcement Learning Agents
  1 Mar 2019 2 repositories listed
• Deep Reinforcement Learning using Genetic Algorithm for Parameter Optimization
  19 Feb 2019 2 repositories listed Syntology official (archive's flag): 8 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 13 pointer-only (licence)
• Trust Region-Guided Proximal Policy Optimization
  29 Jan 2019 2 repositories listed
• Action Robust Reinforcement Learning and Applications in Continuous Control
  26 Jan 2019 2 repositories listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 1 pointer-only (licence)
• On-Policy Trust Region Policy Optimisation with Replay Buffers
  18 Jan 2019 2 repositories listed
• Energy-Efficient Thermal Comfort Control in Smart Buildings via Deep Reinforcement Learning
  15 Jan 2019 2 repositories listed
• Decentralized Computation Offloading for Multi-User Mobile Edge Computing: A Deep Reinforcement Learning Approach
  16 Dec 2018 2 repositories listed
• Improving Automatic Source Code Summarization via Deep Reinforcement Learning
  17 Nov 2018 2 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Reward learning from human preferences and demonstrations in Atari
  15 Nov 2018 2 repositories listed
• Memory-based Deep Reinforcement Learning for Obstacle Avoidance in UAV with Limited Environment Knowledge
  8 Nov 2018 2 repositories listed
• Making Sense of Vision and Touch: Self-Supervised Learning of Multimodal Representations for Contact-Rich Tasks
  24 Oct 2018 2 repositories listed Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples) · 2 pointer-only (licence)
• Fast deep reinforcement learning using online adjustments from the past
  18 Oct 2018 2 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) · 2 unverified (of 3 harvested samples)
• CEM-RL: Combining evolutionary and gradient-based methods for policy search
  2 Oct 2018 2 repositories listed Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 2 pointer-only (licence)

Syntology lines on 40 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.