{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/code/projection-l2","entry":"projection_l2","source":"Syntology graph, per-sample; not an archive number","read_at":"2026-09-24T18:15:14+00:00","claim":"Names are grouped by exact entry-name string. Same-named routines are NOT asserted to be equivalent; 'ran' means executed on a synthesized fixture, not correctness. n_samples_ran = sum of by_status over every status except 'unverified' (ran_draft_wrong and ran_fixture are failures of Syntology's instrument, not of the code); n_papers_ran = papers with at least one such sample.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"},"n_papers":5,"n_papers_ran":4,"units":"n_samples, n_samples_ran, n_samples_fingerprinted and by_status count distinct code bodies (code_sha256); n_places and n_places_pointer_only count places, one per (paper, code body) pair, which is also the unit of the samples list","n_samples":2,"n_samples_ran":1,"n_samples_fingerprinted":1,"n_places":5,"n_places_pointer_only":1,"by_status":{"ran_honours":0,"ran_violates":0,"ran_draft_wrong":0,"ran_fixture":0,"ran":1,"unverified":1},"syntology":{"atlas_url":null,"mcp":null,"mcp_per_sample":{"tool":"get_code","arguments_in":"samples[].mcp_get_code"},"developers":"https://syntology.ai/developers"},"samples":[{"arxiv_id":"2312.01260","paper":"/paper/rethinking-pgd-attack-is-sign-function","title":"Rethinking PGD Attack: Is Sign Function Necessary?","date":"2023-12-03","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"junjieyang97/rgd","path":"autoattack/fab_projections.py","file_url":"https://github.com/junjieyang97/rgd/blob/HEAD/autoattack/fab_projections.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"LGPL-3.0","inline_ok":false,"code_sha256_prefix":"a345677b413ef5ca","mcp_get_code":{"code_sha256":"a345677b413ef5ca"}},{"arxiv_id":"2204.03714","paper":"/paper/using-multiple-self-supervised-tasks-improves","title":"Using Multiple Self-Supervised Tasks Improves Model Robustness","date":"2022-04-07","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"mattlawhon/SelfSupDefense","path":"AAattack/fab_projections.py","file_url":"https://github.com/mattlawhon/SelfSupDefense/blob/HEAD/AAattack/fab_projections.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"a345677b413ef5ca","mcp_get_code":{"code_sha256":"a345677b413ef5ca"}},{"arxiv_id":"2103.14222","paper":"/paper/adversarial-attacks-are-reversible-with","title":"Adversarial Attacks are Reversible with Natural Supervision","date":"2021-03-26","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"cvlab-columbia/SelfSupDefense","path":"AAattack/fab_projections.py","file_url":"https://github.com/cvlab-columbia/SelfSupDefense/blob/HEAD/AAattack/fab_projections.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"a345677b413ef5ca","mcp_get_code":{"code_sha256":"a345677b413ef5ca"}},{"arxiv_id":"2010.01950","paper":"/paper/torchattacks-a-pytorch-repository-for","title":"Torchattacks: A PyTorch Repository for Adversarial Attacks","date":"2020-09-24","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"Harry24k/adversarial-attacks-pytorch","path":"torchattacks/attacks/fab.py","file_url":"https://github.com/Harry24k/adversarial-attacks-pytorch/blob/HEAD/torchattacks/attacks/fab.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"4dd1aebdebe9dfde","mcp_get_code":{"code_sha256":"4dd1aebdebe9dfde"}},{"arxiv_id":"2006.13726","paper":"/paper/imbalanced-gradients-a-new-cause-of","title":"Imbalanced Gradients: A Subtle Cause of Overestimated Adversarial Robustness","date":"2020-06-24","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"hanxunh/mdattack","path":"attacks/fab_projections.py","file_url":"https://github.com/hanxunh/mdattack/blob/HEAD/attacks/fab_projections.py","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"a345677b413ef5ca","mcp_get_code":{"code_sha256":"a345677b413ef5ca"}}]}