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atanh

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

atanh appears in the code Syntology harvested for 10 papers, as 6 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 2 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 atanh 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 3 of the 6 distinct code bodies named atanh; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
0ran
3unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 10 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

10 papers shown of 10, newest first; 10 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
Semi-Supervised Cross-Domain Imitation Learning added by Syntology 2026-02 (from id) JasonMa2016/SMODICE/networks_pytorch.py cf5ce98955ab4534 ran · our draft was wrong fingerprinted no licence file found · pointer only
Offline Goal-Conditioned Reinforcement Learning for Safety-Critical Tasks with Recovery Policy 4 Mar 2024 sunlighted/rbsl/rl_modules/models.py cf5ce98955ab4534 ran · our draft was wrong fingerprinted no licence file found · pointer only
Offline Imitation from Observation via Primal Wasserstein State Occupancy Matching 2 Nov 2023 KaiYan289/PW-DICE/PWDICE_continuous/NN.py cf5ce98955ab4534 ran · our draft was wrong fingerprinted no licence file found · pointer only
How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via $f$-Advantage Regression 7 Jun 2022 jasonma2016/gofar/rl_modules/models.py cf5ce98955ab4534 ran · our draft was wrong fingerprinted MIT (permissive)
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges 28 May 2022 amazon-research/replay-based-recurrent-rl/code/misc/utils.py c96673bfd86f55b0 unverified Apache-2.0 (permissive)
Versatile Offline Imitation from Observations and Examples via Regularized State-Occupancy Matching 4 Feb 2022 jasonma2016/smodice/smodice_pytorch.py cf5ce98955ab4534 ran · our draft was wrong fingerprinted no licence file found · pointer only
TrajGAIL: Generating Urban Vehicle Trajectories using Generative Adversarial Imitation Learning 28 Jul 2020 benchoi93/TrajGAIL/models/gail/algo/gailrnn_pytorch.py dd3cd8c6570cec9d unverified MIT (permissive)
Provably Good Batch Reinforcement Learning Without Great Exploration 16 Jul 2020 yaoliucs/PQL/BEAR.py 09fffc802ab0a363 unverified MIT (permissive)
Dream to Control: Learning Behaviors by Latent Imagination 3 Dec 2019 chamorajg/pl-dreamer/planet.py 094cf207447fa2a5 ran · our draft was wrong fingerprinted no licence file found · pointer only
Proximal Policy Optimization Algorithms 20 Jul 2017 hmhuy0/SIM-RL/Sources/algo/ppo.py 264c9e17d7dfe7eb ran · honoured contract 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