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GaussianPolicy

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

GaussianPolicy appears in the code Syntology harvested for 7 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 10 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 GaussianPolicy 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 13 of the 13 distinct code bodies named GaussianPolicy; 0 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
13ran
0unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 13 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

7 papers shown of 7, newest first; 13 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 1 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
Online Optimization for Offline Safe Reinforcement Learning added by Syntology 2025-10 (from id) yassineCh/O3SRL/o3srl.py c1539b456860f5e0 ran · metamorphic tier: deterministic no licence file found · pointer only
PoseExaminer: Automated Testing of Out-of-Distribution Robustness in Human Pose and Shape Estimation 13 Mar 2023 qihao067/PoseExaminer/utils_PoseExaminer/models/policy_2step.py e2d2696014f36496 ran · metamorphic tier: deterministic no licence file found · pointer only
Constrained Variational Policy Optimization for Safe Reinforcement Learning 28 Jan 2022 zifanwu/cal/agent/cal.py a2295f0701fc2bfc ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Conservative Offline Distributional Reinforcement Learning 12 Jul 2021 JasonMa2016/CODAC/distributional/codac.py 15db1b8d1bff5a1e ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
MESA: Boost Ensemble Imbalanced Learning with MEta-SAmpler 17 Oct 2020 NeurIPS2020AnonymousSubmission/mesa/mesa.py 3393f1e0da810f3f ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Meta-SAC: Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient 3 Jul 2020 twni2016/Meta-SAC/meta_sac/sacmeta.py dbd5981dc0704e2e ran MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 Rafael1s/Deep-Reinforcement-Learning-Udacity/Ant-PyBulletEnv-Soft-Actor-Critic/sac_agent.py bf0d89394b22e1b6 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 baturaysaglam/la3p/Code/SAC/SAC.py 152bc1e449547d23 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 ku2482/discor.pytorch/discor/algorithm/sac.py 8761dc745b44dc04 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 h-aboutalebi/SparceReward/engine/algorithms/SAC/sac.py 8ee15fddb3528e86 ran fingerprinted no licence file found · pointer only
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 roythuly/obac/model/algo.py da8ebd6e9ea11fca ran fingerprinted no licence file found · pointer only
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 sunfex/weighted-sac/sac.py 5722a85a4a153169 ran fingerprinted MIT (permissive)
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor 4 Jan 2018 MarsEleven/car_racer_RL/sac/sac.py 57c7562fda9bbab3 ran fingerprinted 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