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collect_params

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

collect_params appears in the code Syntology harvested for 15 papers, as 15 distinct code bodies found in 20 places (a place is one code body under one paper). At least one of them ran in 11 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 collect_params 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 9 of the 15 distinct code bodies named collect_params; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
4ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 20 places is 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

15 papers shown of 15, newest first; 20 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; 1 papers have no page here and are shown by arXiv id only. 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
Test-Time Adaptation for Speech Emotion Recognition added by Syntology 2026-01 (from id) JiahengDong/SETTA/TTAs/awmc.py e4502c5930e7208d unverified MIT (permissive)
Test-Time Adaptation for Speech Emotion Recognition added by Syntology 2026-01 (from id) JiahengDong/SETTA/TTAs/dsuta.py 911be0c0e787cf87 unverified MIT (permissive)
Test-Time Adaptation for Speech Emotion Recognition added by Syntology 2026-01 (from id) JiahengDong/SETTA/TTAs/t3a.py a03907c2668d4dad unverified MIT (permissive)
Test-Time Adaptation for Speech Emotion Recognition added by Syntology 2026-01 (from id) JiahengDong/SETTA/TTAs/tent.py 46ee4be817c11821 unverified MIT (permissive)
Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises 4 Mar 2025 zrguo/sumi/src/sumi.py 394afed8d9dc0d49 ran · our draft was wrong MIT (permissive)
Dual-Path Adversarial Lifting for Domain Shift Correction in Online Test-time Adaptation 26 Aug 2024 yushuntang/dpal/dpal.py 841322c61130157b ran MIT (permissive)
Dynamic Domains, Dynamic Solutions: DPCore for Continual Test-Time Adaptation 15 Jun 2024 zybeich/DPCore/imagenet/dpcore.py cbef8046cedb6b50 ran MIT (permissive)
Dynamic Domains, Dynamic Solutions: DPCore for Continual Test-Time Adaptation 15 Jun 2024 zybeich/DPCore/imagenet/tent.py 63832452f78dcb58 ran MIT (permissive)
The Entropy Enigma: Success and Failure of Entropy Minimization 8 May 2024 oripress/entropyenigma/rdumb.py fb3d07027ed3b46c ran · our draft was wrong MIT (permissive)
Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors 12 Mar 2024 Jhyun17/DeYO/methods/deyo.py 0c7e495c41c9465c ran · our draft was wrong MIT (permissive)
TEA: Test-time Energy Adaptation 24 Nov 2023 yuanyige/tea/core/param.py a784a511d03ebe30 ran no licence file found · pointer only
Efficient Test-Time Adaptation for Super-Resolution with Second-Order Degradation and Reconstruction 29 Oct 2023 DengZeshuai/SRTTA/src/srtta.py ed4d7d29de641df1 ran · our draft was wrong MIT (permissive)
ViDA: Homeostatic Visual Domain Adapter for Continual Test Time Adaptation 7 Jun 2023 yangsenqiao/vida/imagenet/tent.py 63832452f78dcb58 ran MIT (permissive)
Refine and Represent: Region-to-Object Representation Learning 25 Aug 2022 kkallidromitis/r2o/utils/params_util.py 70d9fdb6d11905e9 unverified MIT (permissive)
Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks 18 May 2021 DequanWang/tent/tent.py fb3d07027ed3b46c ran · our draft was wrong MIT (permissive)
Tent: Fully Test-time Adaptation by Entropy Minimization 18 Jun 2020 DequanWang/tent/tent.py ddcda7ec86db3b8c ran · our draft was wrong MIT (permissive)
Improving the Transformer Translation Model with Document-Level Context 8 Oct 2018 Glaceon31/Document-Transformer/thumt/bin/trainer.py c55c6aba7b709f18 unverified BSD-3-Clause (permissive)
Accelerating Neural Transformer via an Average Attention Network 2 May 2018 bzhangXMU/transformer-aan/code/trainer.py c55c6aba7b709f18 unverified BSD-3-Clause (permissive)
arXiv:openreview_QYPKLGyz7K scienceliuc/SaTeen/deyo.py 0c7e495c41c9465c ran · our draft was wrong BSD-3-Clause (permissive)
arXiv:openreview_QYPKLGyz7K scienceliuc/SaTeen/tent.py 46ee4be817c11821 unverified BSD-3-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