Home › Code › evaluate_policy

evaluate_policy

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

evaluate_policy appears in the code Syntology harvested for 12 papers, as 14 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 7 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 evaluate_policy 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 8 of the 14 distinct code bodies named evaluate_policy; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

5ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
2ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 14 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

12 papers shown of 12, newest first; 14 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 3 papers added by Syntology. 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
MEMENTO: Memory-Guided Memetic Code-as-Policy Evolution added by Syntology 2026-07 (from id) sygkounas/MEMENTO/MEMENTO/inference.py fa7c1ce1e0acb07b ran no licence file found · pointer only
Baseline-Free Policy Optimization for Neural Combinatorial Optimization added by Syntology 2026-06 (from id) carsepmo/grpo-nco/validate_checkpoints.py 887a5f94b047dd9b unverified licence not identified · pointer only
Decision-Calibrated Conformal Uncertainty for Pacing Decisions in Streaming Advertising added by Syntology 2026-06 (from id) p-shekhar/pacing-decisions-advertising/src/pacing.py d3e1e851a080a450 ran MIT (permissive)
Overcoming Slow Decision Frequencies in Continuous Control: Model-Based Sequence Reinforcement Learning for Model-Free Control 11 Oct 2024 dee0512/sequence-reinforcement-learning/scripts/eval_sac.py 54f3f957abc96d34 ran · honoured contract Apache-2.0 (permissive)
Improving Deep Reinforcement Learning by Reducing the Chain Effect of Value and Policy Churn 7 Sep 2024 bluecontra/chain/minatar/run_double_dqn_chain.py 519bcb97d620e3bb ran · honoured contract no licence file found · pointer only
Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees 14 Nov 2023 yifeizhou02/hnpg/collect_offline.py ff955a588d675fe2 unverified licence not identified · pointer only
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation 17 Jul 2023 tliu1997/rnac/train_rnac.py f74e37440bbe7726 ran · honoured contract no licence file found · pointer only
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation 17 Jul 2023 tliu1997/rnac/eval_rnac.py b49898d9bdfeb500 ran · our draft was wrong no licence file found · pointer only
Kernel Conditional Moment Constraints for Confounding Robust Inference 26 Feb 2023 kstoneriv3/confounding-robust-inference-old/kcmc/data_binary.py 212507fb5a1cb43c unverified MIT (permissive)
Kernel Conditional Moment Constraints for Confounding Robust Inference 26 Feb 2023 kstoneriv3/confounding-robust-inference-old/kcmc/data_continuous.py 92802e330a871651 unverified MIT (permissive)
BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning 27 Oct 2019 lanyavik/BAIL/spinup/spinup/algos/BAIL/main_static_bail.py c74671448905c5d4 ran · honoured contract no licence file found · pointer only
Dynamics-aware Embeddings 25 Aug 2019 dyne-submission/dynamics-aware-embeddings/rl/main_dyne.py a992966274227e22 unverified no licence file found · pointer only
Meta-Gradient Reinforcement Learning 24 May 2018 RobvanGastel/meta-rl-algorithms/algos/rl2_ppo/learning.py 29d380560ab46818 unverified MIT (permissive)
Addressing Function Approximation Error in Actor-Critic Methods 26 Feb 2018 VasaKiDD/TD3-deep-rl-research/train/main_faimemory.py b0a2d4b21b2d48e6 ran · honoured contract Apache-2.0 (permissive)

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