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UCB

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

UCB appears in the code Syntology harvested for 8 papers, as 7 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 0 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 UCB 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 2 of the 7 distinct code bodies named UCB; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 2 of the 8 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

8 papers shown of 8, newest first; 8 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
MOBO-OSD: Batch Multi-Objective Bayesian Optimization via Orthogonal Search Directions added by Syntology 2025-10 (from id) belakaria/USeMO/acquisitions.py 1acd60ceda2ff72b ran · our draft was wrong MIT (permissive)
Dynamic Assortment Selection and Pricing with Censored Preference Feedback 3 Apr 2025 junghunkim7786/dynamicassortmentselectionpricing/Algorithms.py 8c177fc6e2b789b8 unverified no licence file found · pointer only
Counterfactual Concept Bottleneck Models 2 Feb 2024 gabriele-dominici/counterfactual-cbm/baycon/baycon/acquisition_functions.py 12aa7a459caa41dc ran no licence file found · pointer only
Hyperparameters in Reinforcement Learning and How To Tune Them 2 Jun 2023 facebookresearch/how-to-autorl/hydra_plugins/hydra_pbt_sweeper/pb2_utils.py 62266f87936c1a59 unverified Apache-2.0 (permissive)
Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization 12 Apr 2022 belakaria/usemo/acquisitions.py 1acd60ceda2ff72b ran · our draft was wrong MIT (permissive)
Provably Efficient Online Hyperparameter Optimization with Population-Based Bandits 6 Feb 2020 jparkerholder/PB2/pb2.py 6cedf36f9d7b3772 unverified MIT (permissive)
Greed is Good: Exploration and Exploitation Trade-offs in Bayesian Optimisation 28 Nov 2019 georgedeath/egreedy/egreedy/acquisition_functions/standard_acq_funcs_minimize.py 065426747a4fd65a unverified MIT (permissive)
modAL: A modular active learning framework for Python 2 May 2018 cosmic-cortex/modAL/modAL/acquisition.py 46d0dce8c589a931 unverified MIT (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