Methods › General › Regularization › Entropy Regularization › Papers where code ran, page 2

Entropy Regularization

Papers archive 2025-07-28

archive papers tagged: 1,128 · with a code link: 451 · where Syntology ran a sample: 156 (129 with a run with no instrument failure, 27 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (156 of 1,128 tagged: 129 with a run with no instrument failure, 27 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not isolate this method inside it.

Page 2 of 2: papers 101 to 156 of the 156 tagged papers where Syntology ran at least one harvested sample (129 with a run with no instrument failure, 27 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.

Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “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 instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. 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; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.

• Learning from All Vehicles
  22 Mar 2022 · 1 repository · arXiv:2203.11934
  Syntology official (archive's flag): 3 ran · 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) · 2 unverified (of 5 harvested samples)
• V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer
  20 Mar 2022 · 1 repository · arXiv:2203.10638
  Syntology official (archive's flag): 3 ran · 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)
• PanoFlow: Learning 360° Optical Flow for Surrounding Temporal Understanding
  27 Feb 2022 · 1 repository · arXiv:2202.13388
  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: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
• A Self-Supervised Descriptor for Image Copy Detection
  21 Feb 2022 · 2 repositories · arXiv:2202.10261
  Syntology official (archive's flag): 8 ran · 8 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; 0 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• CADRE: A Cascade Deep Reinforcement Learning Framework for Vision-based Autonomous Urban Driving
  17 Feb 2022 · 1 repository · arXiv:2202.08557
  Syntology official (archive's flag): 8 ran · 8 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples)
• Learning Distilled Collaboration Graph for Multi-Agent Perception
  1 Nov 2021 · 2 repositories · arXiv:2111.00643
  Syntology community repositories only · 4 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; 0 where Syntology's instrument failed) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (of 6 harvested samples)
• Object-Aware Regularization for Addressing Causal Confusion in Imitation Learning
  27 Oct 2021 · 1 repository · arXiv:2110.14118
  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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Learning Collaborative Policies to Solve NP-hard Routing Problems
  26 Oct 2021 · 1 repository · arXiv:2110.13987
  Syntology official (archive's flag): 6 ran · 6 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; 2 where Syntology's instrument failed) · 5 unverified (of 11 harvested samples) · 11 pointer-only (licence)
• Deep Reinforcement Learning at the Edge of the Statistical Precipice
  30 Aug 2021 · 3 repositories · arXiv:2108.13264
  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: 4 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
• End-to-End Urban Driving by Imitating a Reinforcement Learning Coach
  18 Aug 2021 · 3 repositories · arXiv:2108.08265
  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) · 0 unverified (of 3 harvested samples)
• CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
  2 Aug 2021 · 4 repositories · arXiv:2108.00783
  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) · 4 unverified (of 8 harvested samples)
• Brax -- A Differentiable Physics Engine for Large Scale Rigid Body Simulation
  24 Jun 2021 · 1 repository · arXiv:2106.13281
  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) · 0 unverified (of 4 harvested samples)
• Cross-Trajectory Representation Learning for Zero-Shot Generalization in RL
  4 Jun 2021 · 1 repository · arXiv:2106.02193
  Syntology official (archive's flag): 7 ran · 7 ran (of which 2 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) · 4 unverified (of 11 harvested samples) · 11 pointer-only (licence)
• Omni-supervised Point Cloud Segmentation via Gradual Receptive Field Component Reasoning
  21 May 2021 · 2 repositories · arXiv:2105.10203
  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) · 5 unverified (of 9 harvested samples) · 2 pointer-only (licence)
• Learning to drive from a world on rails
  3 May 2021 · 1 repository · arXiv:2105.00636
  Syntology official (archive's flag): 5 ran · 5 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; 2 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 2 pointer-only (licence)
• Investigating the Impact of Multi-LiDAR Placement on Object Detection for Autonomous Driving
  2 May 2021 · 1 repository · arXiv:2105.00373
  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) · 3 unverified (of 10 harvested samples) · 2 pointer-only (licence)
• Multi-Modal Fusion Transformer for End-to-End Autonomous Driving
  19 Apr 2021 · 2 repositories · arXiv:2104.09224
  Syntology official (archive's flag): 3 ran · 9 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 15 harvested samples)
• The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games
  2 Mar 2021 · 19 repositories · arXiv:2103.01955
  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)
• Combining Events and Frames using Recurrent Asynchronous Multimodal Networks for Monocular Depth Prediction
  18 Feb 2021 · 1 repository · arXiv:2102.09320
  Syntology official (archive's flag): 2 ran · 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) · 3 pointer-only (licence)
• Domain Adaptation In Reinforcement Learning Via Latent Unified State Representation
  10 Feb 2021 · 1 repository · arXiv:2102.05714
  Syntology official (archive's flag): 4 ran · 4 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation
  13 Dec 2020 · 5 repositories · arXiv:2012.07177
  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)
• Tonic: A Deep Reinforcement Learning Library for Fast Prototyping and Benchmarking
  15 Nov 2020 · 1 repository · arXiv:2011.07537
  Syntology official (archive's flag): 3 ran · 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)
• Revisiting Design Choices in Proximal Policy Optimization
  23 Sep 2020 · 1 repository · arXiv:2009.10897
  Syntology official (archive's flag): 5 ran · 5 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; 1 where Syntology's instrument failed) · 6 unverified (of 11 harvested samples)
• Phasic Policy Gradient
  9 Sep 2020 · 3 repositories · arXiv:2009.04416
  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) · 6 unverified (of 13 harvested samples)
• Queueing Network Controls via Deep Reinforcement Learning
  31 Jul 2020 · 1 repository · arXiv:2008.01644
  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) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Sample Factory: Egocentric 3D Control from Pixels at 100000 FPS with Asynchronous Reinforcement Learning
  21 Jun 2020 · 4 repositories · arXiv:2006.11751
  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) · 0 unverified (of 5 harvested samples)
• Optimistic Distributionally Robust Policy Optimization
  14 Jun 2020 · 1 repository · arXiv:2006.07815
  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) · 1 unverified (of 5 harvested samples)
• Implementation Matters in Deep Policy Gradients: A Case Study on PPO and TRPO
  25 May 2020 · 3 repositories · arXiv:2005.12729
  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) · 0 unverified (of 2 harvested samples)
• Smooth Exploration for Robotic Reinforcement Learning
  12 May 2020 · 4 repositories · arXiv:2005.05719
  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)
• Reinforcement Learning with Augmented Data
  30 Apr 2020 · 2 repositories · arXiv:2004.14990
  Syntology 21 ran (of which 8 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 12 where Syntology's instrument failed) · 3 unverified (of 24 harvested samples) · 21 pointer-only (licence)
• Guided Dialog Policy Learning without Adversarial Learning in the Loop
  7 Apr 2020 · 1 repository · arXiv:2004.03267
  Syntology official: no sample here; runs from other or unrecorded repositories · 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)
• Evolving Normalization-Activation Layers
  6 Apr 2020 · 8 repositories · arXiv:2004.02967
  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) · 2 unverified (of 5 harvested samples) · 3 pointer-only (licence)
• MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning
  31 Mar 2020 · 1 repository · arXiv:2003.14058
  Syntology official (archive's flag): 9 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) · 2 pointer-only (licence)
• Integrating Deep Reinforcement Learning with Model-based Path Planners for Automated Driving
  2 Feb 2020 · 1 repository · arXiv:2002.00434
  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) · 1 pointer-only (licence)
• Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement Learning
  23 Jan 2020 · 4 repositories · arXiv:2001.08726
  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) · 4 unverified (of 6 harvested samples)
• SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement Learning
  28 Dec 2019 · 1 repository · arXiv:1912.12482
  Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples)
• Learning by Cheating
  27 Dec 2019 · 9 repositories · arXiv:1912.12294
  Syntology official (archive's flag): 5 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)
• End-to-End Model-Free Reinforcement Learning for Urban Driving using Implicit Affordances
  25 Nov 2019 · 1 repository · arXiv:1911.10868
  Syntology official (archive's flag): 5 ran · 5 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; 1 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples) · 2 pointer-only (licence)
• HRL4IN: Hierarchical Reinforcement Learning for Interactive Navigation with Mobile Manipulators
  24 Oct 2019 · 1 repository · arXiv:1910.11432
  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)
• Regularization Matters in Policy Optimization
  21 Oct 2019 · 2 repositories · arXiv:1910.09191
  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)
• TorchBeast: A PyTorch Platform for Distributed RL
  8 Oct 2019 · 3 repositories · arXiv:1910.03552
  Syntology official (archive's flag): 3 ran · 6 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; 4 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 3 pointer-only (licence)
• QuaRL: Quantization for Fast and Environmentally Sustainable Reinforcement Learning
  2 Oct 2019 · 1 repository · arXiv:1910.01055
  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: 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)
• Google Research Football: A Novel Reinforcement Learning Environment
  25 Jul 2019 · 1 repository · arXiv:1907.11180
  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) · 0 unverified (of 4 harvested samples)
• Learning Data Augmentation Strategies for Object Detection
  26 Jun 2019 · 6 repositories · arXiv:1906.11172
  Syntology community repositories only · 3 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; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Proximal Distilled Evolutionary Reinforcement Learning
  24 Jun 2019 · 1 repository · arXiv:1906.09807
  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)
• Dimension-Wise Importance Sampling Weight Clipping for Sample-Efficient Reinforcement Learning
  7 May 2019 · 1 repository · arXiv:1905.02363
  Syntology official (archive's flag): 16 ran · 16 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 1 violated, 12 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 19 harvested samples) · 18 pointer-only (licence)
• Rogue-Gym: A New Challenge for Generalization in Reinforcement Learning
  17 Apr 2019 · 2 repositories · arXiv:1904.08129
  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) · 1 pointer-only (licence)
• Unsupervised Traffic Accident Detection in First-Person Videos
  2 Mar 2019 · 2 repositories · arXiv:1903.00618
  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) · 0 unverified (of 5 harvested samples)
• Reinforcement Learning with Perturbed Rewards
  2 Oct 2018 · 1 repository · arXiv:1810.01032
  Syntology official (archive's flag): 5 ran · 5 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; 2 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 2 pointer-only (licence)
• Conditional Affordance Learning for Driving in Urban Environments
  18 Jun 2018 · 1 repository · arXiv:1806.06498
  Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 16 harvested samples) · 1 pointer-only (licence)
• IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
  5 Feb 2018 · 24 repositories · arXiv:1802.01561
  Syntology community repositories only · 16 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 1 violated, 8 with no contract checked; 6 where Syntology's instrument failed) · 18 unverified (of 34 harvested samples) · 3 pointer-only (licence)
• Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning
  18 Dec 2017 · 12 repositories · arXiv:1712.06567
  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) · 4 pointer-only (licence)
• Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation
  17 Aug 2017 · 8 repositories · arXiv:1708.05144
  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)
• Proximal Policy Optimization Algorithms
  20 Jul 2017 · 188 repositories · arXiv:1707.06347
  Syntology 99 ran (of which 53 constructed an object rather than computing a result; 71 with no instrument failure: 7 honoured, 2 violated, 62 with no contract checked; 28 where Syntology's instrument failed) · 77 unverified (of 176 harvested samples) · 94 pointer-only (licence)
• Noisy Networks for Exploration
  30 Jun 2017 · 15 repositories · arXiv:1706.10295
  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)
• Asynchronous Methods for Deep Reinforcement Learning
  4 Feb 2016 · 70 repositories · arXiv:1602.01783
  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)