Browse State-of-the-Art › reinforcement-learning › Papers where code ran, page 12

reinforcement-learning

Papers archive 2025-07-28

archive papers tagged: 13,427 · with a code link: 4,119 · where Syntology ran a sample: 1,165 (973 with a run with no instrument failure, 192 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (1,165 of 13,427 tagged: 973 with a run with no instrument failure, 192 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this task or check it against the task's benchmarks.

Page 12 of 12: papers 1,101 to 1,165 of the 1,165 tagged papers where Syntology ran at least one harvested sample (973 with a run with no instrument failure, 192 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

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.

• Deep Reinforcement Learning for Sepsis Treatment
  27 Nov 2017 2 repositories listed Syntology community repositories only · 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) · 1 pointer-only (licence)
• Ethical Challenges in Data-Driven Dialogue Systems
  24 Nov 2017 1 repository 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) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Hindsight policy gradients
  16 Nov 2017 1 repository listed Syntology 1 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; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning
  13 Nov 2017 13 repositories listed Syntology 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 8 unverified (of 19 harvested samples) · 1 pointer-only (licence)
• TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning
  31 Oct 2017 1 repository 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) · 5 unverified (of 12 harvested samples) · 1 pointer-only (licence)
• Regret Minimization for Partially Observable Deep Reinforcement Learning
  31 Oct 2017 1 repository listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Backpropagation through the Void: Optimizing control variates for black-box gradient estimation
  31 Oct 2017 7 repositories listed Syntology official (archive's flag): 1 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 12 harvested samples) · 12 pointer-only (licence)
• Eigenoption Discovery through the Deep Successor Representation
  30 Oct 2017 1 repository listed Syntology 2 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; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Action-depedent Control Variates for Policy Optimization via Stein's Identity
  30 Oct 2017 2 repositories listed Syntology 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) · 2 unverified (of 7 harvested samples)
• Learning Robust Rewards with Adversarial Inverse Reinforcement Learning
  30 Oct 2017 7 repositories listed Syntology 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) · 5 pointer-only (licence)
• Distributional Reinforcement Learning with Quantile Regression
  27 Oct 2017 17 repositories listed Syntology 2 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; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Rainbow: Combining Improvements in Deep Reinforcement Learning
  6 Oct 2017 34 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 1 pointer-only (licence)
• Detecting Adversarial Attacks on Neural Network Policies with Visual Foresight
  2 Oct 2017 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) · 4 unverified (of 10 harvested samples) · 10 pointer-only (licence)
• Self-supervised Deep Reinforcement Learning with Generalized Computation Graphs for Robot Navigation
  29 Sep 2017 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)
• Guided Deep Reinforcement Learning for Swarm Systems
  18 Sep 2017 1 repository 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) · 1 unverified (of 4 harvested samples)
• Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation
  17 Aug 2017 8 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)
• StarCraft II: A New Challenge for Reinforcement Learning
  16 Aug 2017 10 repositories listed Syntology official: no sample here; runs from other or unrecorded repositories · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 2 pointer-only (licence)
• Neural Network Dynamics for Model-Based Deep Reinforcement Learning with Model-Free Fine-Tuning
  8 Aug 2017 9 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Imagination-Augmented Agents for Deep Reinforcement Learning
  19 Jul 2017 2 repositories listed Syntology 1 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; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Efficient Probabilistic Performance Bounds for Inverse Reinforcement Learning
  3 Jul 2017 3 repositories listed Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Noisy Networks for Exploration
  30 Jun 2017 15 repositories listed Syntology 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) · 3 pointer-only (licence)
• Deep reinforcement learning from human preferences
  12 Jun 2017 7 repositories listed Syntology 2 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; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
• Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments
  7 Jun 2017 86 repositories listed Syntology official: no sample here; runs from other or unrecorded repositories · 75 ran (of which 54 constructed an object rather than computing a result; 68 with no instrument failure: 2 honoured, 0 violated, 66 with no contract checked; 7 where Syntology's instrument failed) · 68 unverified (of 143 harvested samples) · 99 pointer-only (licence)
• Parameter Space Noise for Exploration
  6 Jun 2017 10 repositories listed Syntology 4 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; 2 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Learning Cooperative Visual Dialog Agents with Deep Reinforcement Learning
  20 Mar 2017 7 repositories listed Syntology 4 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; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 1 pointer-only (licence)
• Evolution Strategies as a Scalable Alternative to Reinforcement Learning
  10 Mar 2017 23 repositories listed Syntology official (archive's flag): 4 ran · 16 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 1 violated, 10 with no contract checked; 5 where Syntology's instrument failed) · 13 unverified (of 29 harvested samples) · 2 pointer-only (licence)
• Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
  9 Mar 2017 85 repositories listed Syntology official (archive's flag): 1 ran · 103 ran (of which 35 constructed an object rather than computing a result; 72 with no instrument failure: 6 honoured, 1 violated, 65 with no contract checked; 31 where Syntology's instrument failed) · 51 unverified (of 154 harvested samples) · 57 pointer-only (licence)
• Robust Adversarial Reinforcement Learning
  8 Mar 2017 7 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Neural Episodic Control
  6 Mar 2017 4 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)
• Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning
  10 Feb 2017 3 repositories listed Syntology 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) · 1 unverified (of 5 harvested samples)
• PathNet: Evolution Channels Gradient Descent in Super Neural Networks
  30 Jan 2017 1 repository 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) · 1 unverified (of 2 harvested samples)
• Cryptocurrency Portfolio Management with Deep Reinforcement Learning
  5 Dec 2016 3 repositories listed Syntology official (archive's flag): 3 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) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Self-critical Sequence Training for Image Captioning
  2 Dec 2016 31 repositories listed Syntology 12 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 7 where Syntology's instrument failed) · 1 unverified (of 13 harvested samples) · 3 pointer-only (licence)
• Neural Combinatorial Optimization with Reinforcement Learning
  29 Nov 2016 10 repositories listed Syntology 14 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 1 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (of 20 harvested samples) · 7 pointer-only (licence)
• Learning to reinforcement learn
  17 Nov 2016 9 repositories listed Syntology 8 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; 3 where Syntology's instrument failed) · 7 unverified (of 15 harvested samples) · 13 pointer-only (licence)
• A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models
  11 Nov 2016 3 repositories listed Syntology 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)
• RL²: Fast Reinforcement Learning via Slow Reinforcement Learning
  9 Nov 2016 19 repositories listed Syntology 11 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (of 21 harvested samples)
• Designing Neural Network Architectures using Reinforcement Learning
  7 Nov 2016 5 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) · 0 unverified (of 3 harvested samples)
• Modular Multitask Reinforcement Learning with Policy Sketches
  6 Nov 2016 2 repositories listed Syntology community repositories only · 2 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; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Neural Architecture Search with Reinforcement Learning
  5 Nov 2016 12 repositories listed Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 3 pointer-only (licence)
• Input Convex Neural Networks
  22 Sep 2016 3 repositories listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
• The Option-Critic Architecture
  16 Sep 2016 10 repositories listed Syntology 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 3 pointer-only (licence)
• Progressive Neural Networks
  15 Jun 2016 12 repositories listed Syntology 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) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Generative Adversarial Imitation Learning
  10 Jun 2016 18 repositories listed Syntology 24 ran (of which 6 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 1 violated, 19 with no contract checked; 2 where Syntology's instrument failed) · 12 unverified (of 36 harvested samples) · 15 pointer-only (licence)
• Deep Successor Reinforcement Learning
  8 Jun 2016 1 repository 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)
• OpenAI Gym
  5 Jun 2016 45 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• ViZDoom: A Doom-based AI Research Platform for Visual Reinforcement Learning
  6 May 2016 10 repositories listed Syntology community repositories only · 2 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; 1 where Syntology's instrument failed) · 3 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Benchmarking Deep Reinforcement Learning for Continuous Control
  22 Apr 2016 15 repositories listed Syntology community repositories only · 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)
• Continuous Deep Q-Learning with Model-based Acceleration
  2 Mar 2016 8 repositories listed Syntology 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) · 1 unverified (of 3 harvested samples)
• Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks
  25 Feb 2016 9 repositories listed Syntology community repositories only · 10 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; 1 where Syntology's instrument failed) · 6 unverified (of 16 harvested samples) · 1 pointer-only (licence)
• Deep Exploration via Bootstrapped DQN
  15 Feb 2016 6 repositories listed Syntology 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) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Value Iteration Networks
  9 Feb 2016 8 repositories listed Syntology community repositories only · 7 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; 1 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 1 pointer-only (licence)
• Asynchronous Methods for Deep Reinforcement Learning
  4 Feb 2016 70 repositories listed Syntology 60 ran (of which 20 constructed an object rather than computing a result; 51 with no instrument failure: 2 honoured, 1 violated, 48 with no contract checked; 9 where Syntology's instrument failed) · 35 unverified (of 95 harvested samples) · 20 pointer-only (licence)
• Learning to Compose Neural Networks for Question Answering
  7 Jan 2016 3 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) · 0 unverified (of 2 harvested samples)
• Dueling Network Architectures for Deep Reinforcement Learning
  20 Nov 2015 73 repositories listed Syntology 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 3 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples) · 7 pointer-only (licence)
• Prioritized Experience Replay
  18 Nov 2015 77 repositories listed Syntology 80 ran (of which 62 constructed an object rather than computing a result; 72 with no instrument failure: 4 honoured, 0 violated, 68 with no contract checked; 8 where Syntology's instrument failed) · 31 unverified (of 111 harvested samples) · 43 pointer-only (licence)
• Deep Reinforcement Learning in Parameterized Action Space
  13 Nov 2015 7 repositories listed Syntology community repositories only · 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)
• Reinforcement Learning with Parameterized Actions
  5 Sep 2015 3 repositories listed Syntology 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
• Maximum Entropy Deep Inverse Reinforcement Learning
  17 Jul 2015 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)
• Weight Uncertainty in Neural Networks
  20 May 2015 38 repositories listed Syntology 12 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 4 honoured, 1 violated, 0 with no contract checked; 7 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples) · 7 pointer-only (licence)
• Multiple Object Recognition with Visual Attention
  24 Dec 2014 5 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• The Arcade Learning Environment: An Evaluation Platform for General Agents
  19 Jul 2012 3 repositories listed Syntology 2 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; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Off-Policy Actor-Critic
  22 May 2012 1 repository 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)
• A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning
  12 Dec 2010 15 repositories listed Syntology 14 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 16 harvested samples)
• Quantum reinforcement learning
  21 Oct 2008 2 repositories listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)

Syntology lines on 65 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.