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forward_and_adapt

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

forward_and_adapt appears in the code Syntology harvested for 15 papers, as 17 distinct code bodies found in 21 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 forward_and_adapt 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 12 of the 17 distinct code bodies named forward_and_adapt; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
9ran · our draft was wrong
0ran · fixture could not drive it
3ran
5unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 21 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

15 papers shown of 15, newest first; 21 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; 2 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
Adapting in the Dark: Efficient and Stable Test-Time Adaptation for Black-Box Models added by Syntology 2026-04 (from id) yunbeizhang/BETA/tta_library/beta.py b8b53e25bbf6ad42 ran · our draft was wrong MIT (permissive)
Test-Time Adaptation for Speech Emotion Recognition added by Syntology 2026-01 (from id) JiahengDong/SETTA/TTAs/tent.py 96b3ed6720ba528c unverified MIT (permissive)
E-BATS: Efficient Backpropagation-Free Test-Time Adaptation for Speech Foundation Models 8 Jun 2025 JiahengDong/E-BATS/TTAs-2/E-BATS.py d986ac977d6f97d7 unverified no licence file found · pointer only
Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises 4 Mar 2025 zrguo/sumi/src/sumi.py 18f265b0e1d1f02f ran · our draft was wrong MIT (permissive)
Smoothing the Shift: Towards Stable Test-Time Adaptation under Complex Multimodal Noises 4 Mar 2025 zrguo/sumi/src/sumi.py 7f787eed2caa543c 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/tent.py dbdbd9c45e96c572 ran MIT (permissive)
Dynamic Domains, Dynamic Solutions: DPCore for Continual Test-Time Adaptation 15 Jun 2024 zybeich/DPCore/imagenet/tent.py dae52c9027c48afd ran · our draft was wrong MIT (permissive)
Unified Entropy Optimization for Open-Set Test-Time Adaptation 9 Apr 2024 gaozhengqing/UniEnt/imagenet/ostta.py 0b2d02a3e572ebdb ran MIT (permissive)
Unified Entropy Optimization for Open-Set Test-Time Adaptation 9 Apr 2024 gaozhengqing/UniEnt/imagenet/tent.py e792fe789fb94df3 ran MIT (permissive)
Optimization-Free Test-Time Adaptation for Cross-Person Activity Recognition 28 Oct 2023 Claydon-Wang/OFTTA/TTA/adapt_algorithm/oftta.py 0792ed73d94bcef9 ran · our draft was wrong no licence file found · pointer only
Towards Open-Set Test-Time Adaptation Utilizing the Wisdom of Crowds in Entropy Minimization 14 Aug 2023 gaozhengqing/unient/imagenet/ostta.py 26cecc2ce04de52e 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 dae52c9027c48afd ran · our draft was wrong MIT (permissive)
Test time Adaptation through Perturbation Robustness 19 Oct 2021 prabhuteja12/pest/adaptation_methods/noise_robustness.py b82f06e6139d5f59 unverified MIT (permissive)
Test time Adaptation through Perturbation Robustness 19 Oct 2021 prabhuteja12/pest/adaptation_methods/tent.py b091215b926074c2 unverified MIT (permissive)
Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks 18 May 2021 DequanWang/tent/tent.py dae52c9027c48afd ran · our draft was wrong MIT (permissive)
Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks 18 May 2021 identical code first harvested elsewhere 1d10e9bc70ce18a5 ran · our draft was wrong licence of this copy not recorded
Tent: Fully Test-time Adaptation by Entropy Minimization 18 Jun 2020 DequanWang/tent/tent.py 2471575c724b32c5 ran · our draft was wrong MIT (permissive)
Tent: Fully Test-time Adaptation by Entropy Minimization 18 Jun 2020 DequanWang/tent/tent.py 1d10e9bc70ce18a5 ran · our draft was wrong MIT (permissive)
Tent: Fully Test-time Adaptation by Entropy Minimization 18 Jun 2020 mr-eggplant/eata/tent.py 5afe3f9d26c1b278 ran · our draft was wrong licence not identified · pointer only
arXiv:openreview_yMYRr00HFS XLearning-SCU/2025-ICLR-TCR/models/tta_baselines/tcr.py 8e45fbea284679e4 unverified Apache-2.0 (permissive)
arXiv:openreview_QYPKLGyz7K scienceliuc/SaTeen/tent.py dbdbd9c45e96c572 ran 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".

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