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asymmetric_l2_loss

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

asymmetric_l2_loss appears in the code Syntology harvested for 11 papers, as 5 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 4 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 asymmetric_l2_loss 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 4 of the 5 distinct code bodies named asymmetric_l2_loss; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
0ran
1unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 12 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

11 papers shown of 11, newest first; 12 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
Diffusion Policy with Behavioral Advantage Correction for Offline Reinforcement Learning added by Syntology 2026-08 (from id) thu-ml/SRPO/SRPO.py 579d77f78c03773e ran · our draft was wrong fingerprinted MIT (permissive)
Dual-Robust Cross-Domain Offline Reinforcement Learning Against Dynamics Shifts added by Syntology 2025-12 (from id) identical code first harvested elsewhere 82a8f299419d4d83 ran · our draft was wrong fingerprinted licence of this copy not recorded
Towards Robust Zero-Shot Reinforcement Learning added by Syntology 2025-10 (from id) Whiterrrrr/BREEZE/agents/breeze/utils/losses.py 6943fbf5c4f34756 unverified MIT (permissive)
Constraint-Adaptive Policy Switching for Offline Safe Reinforcement Learning 25 Dec 2024 yassinech/caps/osrl/algorthims/capsiql.py 82a8f299419d4d83 ran · our draft was wrong fingerprinted no licence file found · pointer only
Latent Safety-Constrained Policy Approach for Safe Offline Reinforcement Learning 11 Dec 2024 PrajwalKoirala/LSPC-Safe-Offline-RL/lspc_iql.py 82a8f299419d4d83 ran · our draft was wrong fingerprinted no licence file found · pointer only
ODRL: A Benchmark for Off-Dynamics Reinforcement Learning 28 Oct 2024 offdynamicsrl/off-dynamics-rl/algo/offline_offline/dara.py 82a8f299419d4d83 ran · our draft was wrong fingerprinted MIT (permissive)
How to Solve Contextual Goal-Oriented Problems with Offline Datasets? 14 Aug 2024 yingfan-bot/coda/src/iql.py e73cbb034680db95 ran · our draft was wrong fingerprinted no licence file found · pointer only
Aligning Diffusion Behaviors with Q-functions for Efficient Continuous Control 12 Jul 2024 thu-ml/Efficient-Diffusion-Alignment/BDiffusion.py 579d77f78c03773e ran · our draft was wrong fingerprinted no licence file found · pointer only
GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning 27 May 2024 Jaewoopudding/GTA/corl/algorithms/iql.py 82a8f299419d4d83 ran · our draft was wrong fingerprinted MIT (permissive)
Score Regularized Policy Optimization through Diffusion Behavior 11 Oct 2023 thu-ml/srpo/SRPO.py 579d77f78c03773e ran · our draft was wrong fingerprinted MIT (permissive)
Offline Reinforcement Learning with Implicit Q-Learning 12 Oct 2021 identical code first harvested elsewhere 579d77f78c03773e ran · our draft was wrong fingerprinted licence of this copy not recorded
Offline Reinforcement Learning with Implicit Q-Learning 12 Oct 2021 linhlpv/Offline-and-OfflineOnline-RL/IQL/iql.py b2bdeb779182394b ran · our draft was wrong 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