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tf2th

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

tf2th appears in the code Syntology harvested for 19 papers, as 2 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 18 of the papers; 1 of the code bodies carries 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 tf2th 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 1 of the 2 distinct code bodies named tf2th; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 3 of the 19 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

19 papers shown of 19, newest first; 19 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; 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
LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models 12 Jul 2024 ybzh/openood-vlm/openood/networks/bit.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
MixedNUTS: Training-Free Accuracy-Robustness Balance via Nonlinearly Mixed Classifiers 3 Feb 2024 Bai-YT/MixedNUTS/models/base_models/bit_rn.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
Mitigating Adversarial Attacks in Federated Learning with Trusted Execution Environments 13 Sep 2023 queyrusi/pelta/ExtendedPelta/Classes/BigTransferModels.py 7023eb86801bb3a3 ran · violated contract fingerprinted no licence file found · pointer only
SIO: Synthetic In-Distribution Data Benefits Out-of-Distribution Detection 25 Mar 2023 zjysteven/sio/openood/networks/bit.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
LINe: Out-of-Distribution Detection by Leveraging Important Neurons 24 Mar 2023 yonghyun-ahn/line-out-of-distribution-detection-by-leveraging-important-neurons/models/resnetv2.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
On the Efficacy of Differentially Private Few-shot Image Classification 2 Feb 2023 cambridge-mlg/dp-few-shot/src/bit_resnet.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection 13 Oct 2022 antoinedemathelin/openood/openood/networks/bit.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
Test-Time Adaptation via Self-Training with Nearest Neighbor Information 8 Jul 2022 mingukjang/tast/domainbed/lib/big_transfer.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT recorded; this copy not marked cleared · pointer only
Augmenting Softmax Information for Selective Classification with Out-of-Distribution Data 15 Jul 2022 guoxoug/sirc/models/resnet_v2.py e875479ad6ebfc7a unverified MIT (permissive)
FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification 17 Jun 2022 cambridge-mlg/fit/src/bit_resnet.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
Robust and Efficient Medical Imaging with Self-Supervision 19 May 2022 google-research/big_transfer/bit_pytorch/models.py 7023eb86801bb3a3 ran · violated contract fingerprinted Apache-2.0 (permissive)
Active Learning Helps Pretrained Models Learn the Intended Task 18 Apr 2022 alextamkin/active-learning-pretrained-models/models/architecture.py 7023eb86801bb3a3 ran · violated contract fingerprinted Apache-2.0 (permissive)
Domain Prompt Learning for Efficiently Adapting CLIP to Unseen Domains 25 Nov 2021 shogi880/DPLCLIP/domainbed/lib/big_transfer.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT recorded; this copy not marked cleared · pointer only
DICE: Leveraging Sparsification for Out-of-Distribution Detection 18 Nov 2021 deeplearning-wisc/dice/models/resnetv2.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
Elaborative Rehearsal for Zero-shot Action Recognition 5 Aug 2021 DeLightCMU/ElaborativeRehearsal/bit_pytorch/models.py 7023eb86801bb3a3 ran · violated contract fingerprinted MIT (permissive)
Towards Robust Classification Model by Counterfactual and Invariant Data Generation 2 Jun 2021 zzzace2000/robust_cls_model/arch/models.py 7023eb86801bb3a3 ran · violated contract fingerprinted Apache-2.0 (permissive)
On the Robustness of Vision Transformers to Adversarial Examples 31 Mar 2021 MetaMain/ViTRobust/VisionTransformersRobustness/VisionTransformersRobustness/BigTransferModels.py 7023eb86801bb3a3 ran · violated contract fingerprinted BSD-3-Clause (permissive)
Big Transfer (BiT): General Visual Representation Learning 24 Dec 2019 batsresearch/taglets/taglets/models/resnetv2.py 7023eb86801bb3a3 ran · violated contract fingerprinted Apache-2.0 (permissive)
arXiv:Liu_GEN_Pushing_the_Limits_of_Softmax-Based_Out-of-Distribution_Detection_CVPR_2023_paper XixiLiu95/GEN/resnetv2.py 7023eb86801bb3a3 ran · violated contract fingerprinted Apache-2.0 (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