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attack

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

attack appears in the code Syntology harvested for 16 papers, as 20 distinct code bodies found in 21 places (a place is one code body under one paper). At least one of them ran in 3 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 attack 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 3 of the 20 distinct code bodies named attack; 17 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
2ran
17unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 11 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

16 papers shown of 16, 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
ARES: Scalable and Practical Gradient Inversion Attack in Federated Learning through Activation Recovery added by Syntology 2026-03 (from id) unknown123489/Scale-MIA/fedavg-cifar/multimodel-recover-attack.py f5c2f5be766751a1 unverified licence not identified · pointer only
Beyond Denial-of-Service: The Puppeteer's Attack for Fine-Grained Control in Ranking-Based Federated Learning added by Syntology 2026-01 (from id) Chenzh0205/ECA/attack.py 11f4a42f2e9c3f29 ran · our draft was wrong fingerprinted no licence file found · pointer only
Invisible Watermarks: Attacks and Robustness 17 Dec 2024 tomputer-g/idl_war/GradCAM-StegaStamp/attack_blur.py ea28cba8158fe672 unverified no licence file found · pointer only
Invisible Watermarks: Attacks and Robustness 17 Dec 2024 tomputer-g/idl_war/GradCAM-StegaStamp/attack_gradcam.py 8c1c2189b1031173 unverified no licence file found · pointer only
Invisible Watermarks: Attacks and Robustness 17 Dec 2024 tomputer-g/idl_war/GradCAM-StegaStamp/attack_randomized.py 6cdbf7ca1bece9d3 unverified no licence file found · pointer only
Invisible Watermarks: Attacks and Robustness 17 Dec 2024 tomputer-g/idl_war/GradCAM-StegaStamp/attack_residuals.py d290fc56a7723a69 unverified no licence file found · pointer only
Transferable Adversarial Attacks on SAM and Its Downstream Models 26 Oct 2024 xiasong0501/grat/anda_ct.py 3c57221d88208eb2 unverified MIT (permissive)
REEF: Representation Encoding Fingerprints for Large Language Models 18 Oct 2024 tmylla/reef/src/ics.py 2805e64d92a25d50 ran no licence file found · pointer only
Breaking the Barrier: Enhanced Utility and Robustness in Smoothed DRL Agents 26 Jun 2024 trustworthy-ml-lab/robust_highutil_smoothed_drl/SDQN/attacks.py bf58e2c221ef74b2 unverified no licence file found · pointer only
Reward Certification for Policy Smoothed Reinforcement Learning 11 Dec 2023 trustai/receps/Cartpole/cart_attackl1.py b2e14f39728a999d unverified no licence file found · pointer only
Reward Certification for Policy Smoothed Reinforcement Learning 11 Dec 2023 trustai/receps/Cartpole/cartpole_multiframe_attack_smooth.py ff6cfb13e671861b unverified no licence file found · pointer only
Locally Differentially Private Document Generation Using Zero Shot Prompting 24 Oct 2023 saitejautpala/dp_prompt/attacks/text_attack.py badaa3f953333d88 unverified MIT (permissive)
CT-GAT: Cross-Task Generative Adversarial Attack based on Transferability 22 Oct 2023 xiaoxuanNLP/CT-GAT/src/CT-GAT.py 935a803ec33c91d0 unverified MIT (permissive)
Machine Unlearning: Solutions and Challenges 14 Aug 2023 tamlhp/awesome-machine-unlearning/algorithms/FedEraser/membership_inference.py 322658c072f2ee54 ran MIT (permissive)
TrojanPuzzle: Covertly Poisoning Code-Suggestion Models 6 Jan 2023 microsoft/codegenerationpoisoning/find_adversarial_docstring.py e3984b894794e44c unverified MIT (permissive)
Query Attack by Multi-Identity Surrogates 31 May 2021 sizhe-chen/querynet/querynet.py b20a98cc74908419 unverified Apache-2.0 (permissive)
BERT-ATTACK: Adversarial Attack Against BERT Using BERT 21 Apr 2020 jind11/TextFooler/attack_classification.py bca224075d89f4a4 unverified MIT (permissive)
Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial Examples 3 Mar 2018 cmhcbb/Seq2Sick/attack.py 1cdd5d5f2b5c2444 unverified no licence file found · pointer only
arXiv:Fang_Strong_Transferable_Adversarial_Attacks_via_Ensembled_Asymptotically_Normal_Distribution_Learning_CVPR_2024_paper CLIAgroup/ANDA/attack/anda.py a0674c851f0e7156 unverified MIT (permissive)
arXiv:Fang_Strong_Transferable_Adversarial_Attacks_via_Ensembled_Asymptotically_Normal_Distribution_Learning_CVPR_2024_paper CLIAgroup/ANDA/attack/anda_ct.py ef5400f72556e0ef unverified MIT (permissive)
arXiv:2023.findings-emnlp.566 SaitejaUtpala/dp_prompt/attacks/text_attack.py badaa3f953333d88 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".

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