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Attack

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

Attack appears in the code Syntology harvested for 15 papers, as 15 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 8 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 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 8 of the 15 distinct code bodies named Attack; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
8ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 15 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; 15 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. 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
Anchoring Bias: A Persistent Fairness Backdoor Attack against MLLMs under Continual Learning added by Syntology 2026-08 (from id) lyygua/PFBA/src/trigger_optim.py 8da0f4f301f355a1 unverified no licence file found · pointer only
Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models added by Syntology 2025-08 (from id) ryehr/Consistency/legacy/Attack_watermark.py 4641dca1ac6eb907 unverified MIT (permissive)
Scanning Trojaned Models Using Out-of-Distribution Samples 28 Jan 2025 rohban-lab/trodo/src/evaluate.py 2e0cda14736613a9 ran no licence file found · pointer only
Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning 29 May 2024 dipamgoswami/ADC/utils/attack.py a2e33094ba485ca1 ran MIT (permissive)
Learning to Transform Dynamically for Better Adversarial Transferability 23 May 2024 rongyizhu/l2t/l2t.py 27a0edca5630cc99 unverified no licence file found · pointer only
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models 2 Nov 2023 lapisrocks/DiscreteAdversarialDistillation/easyrobust/easyrobust/attacks/robustkdattack.py 84d8f5ac4eda7612 ran · metamorphic tier: deterministic MIT (permissive)
Structure Invariant Transformation for better Adversarial Transferability 26 Sep 2023 xiaosen-wang/sit/attack.py bebf460ad966151e ran MIT (permissive)
Universal and Transferable Adversarial Attacks on Aligned Language Models 27 Jul 2023 arobey1/smooth-llm/lib/attacks.py c8b60c98283b0f93 ran MIT (permissive)
Adversarial Counterfactual Visual Explanations 17 Mar 2023 guillaumejs2403/ace/core/attacks_and_models.py 8861e9868b41a83f ran MIT (permissive)
Exploring and Exploiting Decision Boundary Dynamics for Adversarial Robustness 6 Feb 2023 yuancheng-xu/dynamics-aware-robust-training/core/DyART/DyART_Linf.py b5c1ada412a147f0 ran MIT (permissive)
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks 4 Feb 2023 shashankskagnihotri/cospgd/cospgd/attack_implementations.py 7623a5c36c266a4b unverified MIT (permissive)
Boosting the Transferability of Adversarial Attacks with Reverse Adversarial Perturbation 12 Oct 2022 Trustworthy-AI-Group/TransferAttack/transferattack/gradient/rap.py 01110864c3d8eec8 unverified MIT (permissive)
Preprocessors Matter! Realistic Decision-Based Attacks on Machine Learning Systems 7 Oct 2022 google-research/preprocessor-aware-black-box-attack/attack_prep/attack/opt.py d9d87c3e7fb8c45f unverified Apache-2.0 (permissive)
PopSkipJump: Decision-Based Attack for Probabilistic Classifiers 14 Jun 2021 cjsg/PopSkipJump/popskip.py b479fbfa86533c1b unverified no licence file found · pointer only
Theoretically Principled Trade-off between Robustness and Accuracy 24 Jan 2019 arobey1/advbench/advbench/algorithms.py bca439beb127432f ran 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