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log_prob

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

log_prob appears in the code Syntology harvested for 9 papers, as 9 distinct code bodies found in 9 places (a place is one code body under one paper). At least one of them ran in 4 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 log_prob 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 9 distinct code bodies named log_prob; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 3 of the 9 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

9 papers shown of 9, newest first; 9 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 2 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
Debiased Model-based Representations for Sample-efficient Continuous Control added by Syntology 2026-05 (from id) nothingbutbut/FoG/jaxrl/agents/obac/obac_learner.py 273220d61679b547 ran · honoured contract no licence file found · pointer only
Towards accurate extreme event likelihoods from diffusion model climate emulators added by Syntology 2026-05 (from id) NVlabs/cBottle/src/cbottle/likelihood.py 6068a3aa8e8b2883 unverified Apache-2.0 (permissive)
Rethinking Fine-Tuning when Scaling Test-Time Compute: Limiting Confidence Improves Mathematical Reasoning 11 Feb 2025 allanraventos/refine/refine/training/NCO.py b6819f7fc99f31be unverified MIT (permissive)
SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups 3 Oct 2024 dsl-lab/symmetricdiffusers/diffusion.py b0dff81faf5d2126 ran · fixture could not drive it no licence file found · pointer only
GPUDrive: Data-driven, multi-agent driving simulation at 1 million FPS 2 Aug 2024 Emerge-Lab/gpudrive/gpudrive/networks/late_fusion.py 54928c52a27bfaa2 ran fingerprinted MIT (permissive)
Transport meets Variational Inference: Controlled Monte Carlo Diffusions 3 Jul 2023 shreyaspadhy/cmcd/src/mcd_cais_var.py dd633cefc4aea1fe unverified MIT (permissive)
Towards Robust and Semantically Organised Latent Representations for Unsupervised Text Style Transfer 4 May 2022 sharan21/EPAAE/model.py 4ebc241db4d9569d ran · honoured contract fingerprinted no licence file found · pointer only
HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning 16 Jun 2021 HayeonLee/HELP/utils.py 9b55ec99f8807af5 unverified MIT (permissive)
Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale 8 Jul 2019 probprog/pyprob/pyprob/diagnostics.py 45a8cf83a7db0d79 unverified BSD-2-Clause (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