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Agent

Syntologyentry name in harvested coderead from the graph 2026-09-24

Agent appears in the code Syntology harvested for 42 papers, as 83 distinct code bodies found in 83 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named Agent do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 23 of the 83 distinct code bodies named Agent; 60 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
23ran
60unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 45 of the 83 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

42 papers shown of 42, newest first; 83 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 6 papers added by Syntology; 1 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
REPOT: Recoverable Program-of-Thought via Checkpoint Repair * added by Syntology 2026-05 (from id) parsa-mz/RePot/repot/agents/repot/agent.py f81a068f9b874a73 unverified Apache-2.0 (permissive)
Efficient Agentic Reasoning Through Self-Regulated Simulative Planning added by Syntology 2026-05 (from id) sailing-lab/sr2am/run_agent.py 07732ce05478c0d3 ran Apache-2.0 (permissive)
Scalable Reinforcement Learning via Adaptive Batch Scaling added by Syntology 2026-05 (from id) daisophila/ABS/algos/ppo_continuous_action_ours.py 188eb00985155231 ran · metamorphic tier: deterministic no licence file found · pointer only
Debiased Model-based Representations for Sample-efficient Continuous Control added by Syntology 2026-05 (from id) dmksjfl/DR.Q/DRQ/DRQ.py 8e691372e3738b39 unverified MIT (permissive)
Language-based Trial and Error Falls Behind in the Era of Experience added by Syntology 29 Jan 2026 Harry-mic/SCOUT/scout_ppo/ppo_frozenlake.py 5c7959a45ee636c0 ran · metamorphic tier: deterministic MIT (permissive)
HAPS: Hierarchical LLM Routing with Joint Architecture and Parameter Search added by Syntology 2026-01 (from id) zihangtian/HAPS/HotpotQA/joint_rl/rl_batch.py 799d16886a6a81e3 unverified no licence file found · pointer only
arXiv:2505.20642 2025-05 (from id) USTChandsomeboy/CoderAgent/modules/learner_simulation/learner_simulation.py 5f06b8d961467443 ran no licence file found · pointer only
Handling Delay in Real-Time Reinforcement Learning 30 Mar 2025 avecplezir/realtime-agent/nets/ppo_nets.py 45c55ef2f8e7f467 ran no licence file found · pointer only
Maximum Entropy Reinforcement Learning with Diffusion Policy 17 Feb 2025 diffusionyes/maxentdp/jaxrl5/agents/score_matching/max_entropy_learner.py 1d2b364aa107cd48 ran no licence file found · pointer only
Towards General-Purpose Model-Free Reinforcement Learning 27 Jan 2025 sfujim/TD7/TD7.py 34167534733a08e9 unverified MIT (permissive)
Towards General-Purpose Model-Free Reinforcement Learning 27 Jan 2025 facebookresearch/MRQ/MRQ/MRQ.py 186ce51f6191d32c unverified licence not identified · pointer only
Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PC 6 Nov 2024 rickyegl/BeyondTheRainbowICLR/Agent.py 286da1c5eb5d8dde unverified no licence file found · pointer only
Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PC 6 Nov 2024 rickyegl/BeyondTheRainbowM/Agent.py 45091c96548faa63 unverified no licence file found · pointer only
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from Data 24 Sep 2023 ailwq/dysymnet/DySymNet/SymbolicRegression.py dfa37a557d19c715 ran MIT (permissive)
Find What You Want: Learning Demand-conditioned Object Attribute Space for Demand-driven Navigation 15 Sep 2023 whcpumpkin/demand-driven-navigation/agent.py 8a5773c591ee62bd unverified no licence file found · pointer only
Off-Policy Average Reward Actor-Critic with Deterministic Policy Search 20 May 2023 namansaxena9/ARO-DDPG/cheetah_run/ddpg_model.py 18aff75275d837d5 unverified no licence file found · pointer only
FLEX: an Adaptive Exploration Algorithm for Nonlinear Systems 26 Apr 2023 mb-29/exploration/policies.py 11c4b78255fe10ce unverified MIT (permissive)
MAHTM: A Multi-Agent Framework for Hierarchical Transactive Microgrids 15 Mar 2023 nicosquare/rl-energy-management/src/algos/rl/coma/d_simple_microgrid.py 080295fa75501adf unverified Apache-2.0 (permissive)
Best Arm Identification for Stochastic Rising Bandits 15 Feb 2023 montenegroalessandro/bestarmidsrb/agent/agent.py bbe2f857ba617fc6 unverified MIT (permissive)
ReAct: Synergizing Reasoning and Acting in Language Models 6 Oct 2022 sierra-research/tau-bench/tau_bench/agents/chat_react_agent.py bdaf067f70d6cb83 unverified MIT (permissive)
Teachable Reinforcement Learning via Advice Distillation 19 Mar 2022 rll-research/teachable/algos/hierarchical_ppo_torch.py 18dcf30be508ff6e unverified MIT (permissive)
One After Another: Learning Incremental Skills for a Changing World 21 Mar 2022 notmahi/disk/agent/incremental_agent.py 1d85795b49649fca unverified MIT (permissive)
Learning Transferable Reward for Query Object Localization with Policy Adaptation 24 Feb 2022 litingfeng/localization-by-ordembed/models/agent_model.py 938d7c29215d955f ran no licence file found · pointer only
Constrained Variational Policy Optimization for Safe Reinforcement Learning 28 Jan 2022 zifanwu/cal/agent/cal.py e5ff05aed073a821 unverified MIT (permissive)
Direct then Diffuse: Incremental Unsupervised Skill Discovery for State Covering and Goal Reaching 27 Oct 2021 facebookresearch/salina/salina_cl/agents/subspace_agents.py fbfaafda487a94d1 unverified MIT (permissive)
Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee 26 Oct 2021 flint-xf-fan/Byzantine-Federeated-RL/codes/agent.py 052599b7eaa47863 unverified no licence file found · pointer only
Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee 26 Oct 2021 anoxia-1/Fault-Tolerant-Federated-Reinforcement-Learning-with-Theoretical-Guarantee-/agent.py c2acf545fc3cb392 unverified no licence file found · pointer only
Contrastive Active Inference 19 Oct 2021 mazpie/contrastive-aif/agents.py 75ec50fcae15b56d unverified MIT (permissive)
HyAR: Addressing Discrete-Continuous Action Reinforcement Learning via Hybrid Action Representation 12 Sep 2021 cycraig/MP-DQN/agents/pdqn.py cc8c1a2169afb326 ran MIT (permissive)
TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting 9 Sep 2021 jhl-hust/titer/model/agent.py 25b071340b057db5 unverified no licence file found · pointer only
Decision Transformer: Reinforcement Learning via Sequence Modeling 2 Jun 2021 facebookresearch/salina/salina_examples/offline_rl/decision_transformer/agents.py 89113bc52fb73297 ran · metamorphic tier: deterministic MIT (permissive)
Universal Off-Policy Evaluation 26 Apr 2021 yashchandak/UnO/Src/Algorithms/Agent.py 9d3781f117099586 ran Apache-2.0 (permissive)
Solving Common-Payoff Games with Approximate Policy Iteration 11 Jan 2021 ssokota/capi/capi/agents.py f75ce66758a1ed20 unverified MIT (permissive)
An Imitation Game for Learning Semantic Parsers from User Interaction 2 May 2020 sunlab-osu/MISP/MISP_SQL/agent.py 157e31aa80c0b736 ran MIT (permissive)
Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States 9 Feb 2020 andreaslillevangbech/PortfolioManager-pytorch/src/agent.py ecccf7de2b610d26 ran no licence file found · pointer only
Reasoning on Knowledge Graphs with Debate Dynamics 2 Jan 2020 JohnKurian/R2D2/code/model/agent.py 1ca43d242ae5f22c unverified Apache-2.0 (permissive)
Exploration by Random Network Distillation 30 Oct 2018 jhare96/reinforcement-learning/rlib/RND/model.py d1f045c24bd9b2b9 unverified Apache-2.0 (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 MatthieuSarkis/Portfolio-Optimization-and-Goal-Based-Investment-with-Reinforcement-Learning/src/agents.py b0e759b2d521e146 unverified Apache-2.0 (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 BY571/Soft-Actor-Critic-and-Extensions/files/Agent.py 2ae117303c9ac594 unverified MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 thomashirtz/soft-actor-critic/soft_actor_critic/agent.py 05437b66f08eb4d6 unverified MIT (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 bonniesjli/PPO-Reacher_UnityML/agent.py b1f30e180cb81a3a ran no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 bonniesjli/PPO_Reacher/agent.py 4c40cb5849fd342f ran no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 marload/DeepRL-TensorFlow2/PPO/PPO_Continuous.py 53db83baee745ffd unverified Apache-2.0 (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 nric/ProximalPolicyOptimizationContinuousKeras/ppo_keras_continuous.py f473685be4b59e7f unverified no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 mit-realm/neuriss/neuriss/rl/ppo.py c3c2c245443da6e3 unverified MIT (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 xtma/simple-pytorch-rl/ppo.py 64930ee88e057fb9 unverified no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 jhare96/reinforcement-learning/rlib/PPO/model.py 449ad938cfccea32 unverified Apache-2.0 (permissive)
Proximal Policy Optimization Algorithms 20 Jul 2017 alexbaumi/PPO-Algorithm/Agent.py d196dcee4a5b1061 unverified no licence file found · pointer only
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 philtabor/Multi-Agent-Deep-Deterministic-Policy-Gradients/maddpg.py 6e3b52a2c0014b70 ran no licence file found · pointer only
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 MrDaubinet/collaboration-and-competition/maddpg.py 5d2d3b9ff319eb0d unverified no licence file found · pointer only
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 baradist/multiagent-particle-envs/multiagent/ddpg/ddpg_agent.py f3e14c78a36f2168 unverified MIT (permissive)
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 petsol/MultiAgentCooperation_UnityAgent_MADDPG_Udacity/multiagent_resources.py a35198f4b2a98333 unverified no licence file found · pointer only
Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments 7 Jun 2017 bonniesjli/MADDPG_Tennis_UnityML/MADDPG.py c455aad4cf9e3d68 unverified no licence file found · pointer only
RL$^2$: Fast Reinforcement Learning via Slow Reinforcement Learning 9 Nov 2016 aliengirlliv/teachable/algos/ppo.py 0a776339f3429848 unverified MIT (permissive)
Asynchronous Methods for Deep Reinforcement Learning 4 Feb 2016 Nasdin/ReinforcementLearning-AtariGame/reinforcement_learninga3c/agent.py 470157876533fcf9 ran BSD-3-Clause (permissive)
Asynchronous Methods for Deep Reinforcement Learning 4 Feb 2016 Remtasya/DDPG-Actor-Critic-Reinforcement-Learning-Reacher-Environment/ddpg_agent.py c4712162b51f3c2d unverified no licence file found · pointer only
Prioritized Experience Replay 18 Nov 2015 cocolico14/N-step-Dueling-DDQN-PER-Pacman/agent.py 7301cd0334b1ec18 unverified MIT (permissive)
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 seacevedo/ReinforcementLearningProjects/ddqn.py 5f8524dc2a2cab41 ran no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 Adrelf/DRL-navigation/brain/dqn_agent.py 3836a1d32ca55617 ran no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 1jsingh/rl_navigation/agents/dqn_agent.py f370c556306eb621 unverified MIT (permissive)
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 kmdanielduan/DQN_Family_PyTorch/agent.py 1324ea2444e296ba unverified no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 marload/DeepRL-TensorFlow2/DoubleDQN/DoubleDQN_Discrete.py 684dac16bf6352e6 unverified Apache-2.0 (permissive)
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 PeterJochem/Deep_RL/DDQN/BBreaker/myAgent.py a812e436e77634de unverified no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 utarumo/RL_implementation/dqn_atari.py 1f87bb3ad2308635 unverified MIT (permissive)
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 shehrum/RL_Navigation/dqn_agent.py d258022cfdb2a560 unverified no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 HussonnoisMaxence/RL_Algorithms/QLearning/D2QN/D2QN.py 7802ec0bd30c8512 unverified no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 tkcoding/DeepRL/Banana_Navigator/Agent.py 59b97ac055efa363 unverified no licence file found · pointer only
Deep Reinforcement Learning with Double Q-learning 22 Sep 2015 NikolausBerl/Udacity_DRLN_Navigation_Project/dqn_agent.py 52999846a5c49f96 unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 xtma/simple-pytorch-rl/ddpg.py 7167793e1651d552 ran no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 b06b01073/continuous-control/ddpg.py b5564eaf87a00dd7 ran no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 dfki-ric-underactuated-lab/torque_limited_simple_pendulum/software/python/simple_pendulum/reinforcement_learning/ddpg/ddpg.py d7979806fed71eee ran BSD-3-Clause (permissive)
Continuous control with deep reinforcement learning 9 Sep 2015 claudeHifly/BipedalWalker-v3/DDPG/ddpg_agent.py 584aca50891286f5 ran no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 fshamshirdar/pytorch-rdpg/rdpg.py f21df3758ed39418 unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 Crevass/Hybrid-Agent/agent.py 40c191818d46c0c5 unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 iDataist/Continuous-Control-with-Deep-Deterministic-Policy-Gradient/ddpg_agent.py beb77bbddb9714ae unverified MIT (permissive)
Continuous control with deep reinforcement learning 9 Sep 2015 IvanVigor/Deep-Deterministic-Policy-Gradient-Unity-Env/ddpg_agent.py 8950c65039fc4fe3 unverified GPL-3.0 (copyleft) · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 PeterJochem/Deep_RL/DDPG/pendulum/myAgent_pendulum.py 684ee98628f58937 unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 ZainRaza14/deepRL/DDPG/ddpg_agent.py caf348a3362776fb unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 madhur-tandon/RL-Project/agent.py 661322009d0d9169 unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 biemann/Continuous-Control/ddpg_agent.py 364b3433ab267478 unverified no licence file found · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 T3chy/DDPG/ddpg_torch.py 513584b85fd46561 unverified GPL-3.0 (copyleft) · pointer only
Continuous control with deep reinforcement learning 9 Sep 2015 marload/DeepRL-TensorFlow2/DDPG/DDPG_Continuous.py f3ea6018cdcc0b04 unverified Apache-2.0 (permissive)
Continuous control with deep reinforcement learning 9 Sep 2015 shehrum/RL_Continous-Control/ddpg_agent.py 2216995588e06169 unverified no licence file found · pointer only

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections