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vp_beta_schedule

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

vp_beta_schedule appears in the code Syntology harvested for 10 papers, as 5 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 10 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 vp_beta_schedule 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 5 of the 5 distinct code bodies named vp_beta_schedule; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 5 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
Stochastic MeanFlow Policies: One-Step Generative Control with Entropic Mirror Descent added by Syntology 2026-05 (from id) diffusionyes/MaxEntDP/jaxrl5/networks/diffusion.py 539aaf559a17a19a ran · honoured contract fingerprinted no licence file found · pointer only
Skill Expansion and Composition in Parameter Space 9 Feb 2025 ltlhuuu/PSEC/jaxrl5/networks/diffusion.py 539aaf559a17a19a ran · honoured contract fingerprinted MIT (permissive)
ConRFT: A Reinforced Fine-tuning Method for VLA Models via Consistency Policy 8 Feb 2025 cccedric/conrft/serl_launcher/serl_launcher/networks/diffusion_nets.py 539aaf559a17a19a ran · honoured contract fingerprinted Apache-2.0 (permissive)
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction Following 9 Feb 2024 bhyang/diffusion-es/nuplan-devkit/nuplan/planning/training/modeling/models/diffusion_utils.py 76f83814a33af5eb ran fingerprinted no licence file found · pointer only
Safe Offline Reinforcement Learning with Feasibility-Guided Diffusion Model 19 Jan 2024 zhengyinan-air/fisor/jaxrl5/networks/diffusion.py 4567300f0e6b808c ran no licence file found · pointer only
Learning a Diffusion Model Policy from Rewards via Q-Score Matching 18 Dec 2023 Alescontrela/score_matching_rl/jaxrl5/agents/score_matching/score_matching_learner.py 539aaf559a17a19a ran · honoured contract fingerprinted no licence file found · pointer only
DiffCPS: Diffusion Model based Constrained Policy Search for Offline Reinforcement Learning 9 Oct 2023 felix-thu/DiffCPS/agents/diffcps.py 47c7ce0ace6e7c47 ran · honoured contract Apache-2.0 (permissive)
BridgeData V2: A Dataset for Robot Learning at Scale 24 Aug 2023 rail-berkeley/BridgeData-V2/jaxrl_m/networks/diffusion_nets.py 539aaf559a17a19a ran · honoured contract fingerprinted MIT (permissive)
Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning 29 May 2023 tinnerhrhe/MTDiff/diffuser/models/helpers.py 47c7ce0ace6e7c47 ran · honoured contract MIT (permissive)
Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning 12 Aug 2022 zzmtsvv/rl_task/diffusion_ql/dql.py 25a711883c5a59fe 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