{"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/lecun-normal","entry":"lecun_normal_","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":7,"n_papers_ran":0,"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":7,"n_samples_ran":0,"n_samples_fingerprinted":0,"n_places":7,"n_places_pointer_only":3,"by_status":{"ran_honours":0,"ran_violates":0,"ran_draft_wrong":0,"ran_fixture":0,"ran":0,"unverified":7},"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":"2602.01844","paper":"/paper/arxiv-2602-01844","title":"CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown Conditions","date":null,"month_inferred_from_arxiv_id":"2026-02","title_source":"syntology","repo":"whynot-zyl/CloDS","path":"gaussian-mesh-splatting_node/my_utils.py","file_url":"https://github.com/whynot-zyl/CloDS/blob/HEAD/gaussian-mesh-splatting_node/my_utils.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"f474019fa9792b6b","mcp_get_code":{"code_sha256":"f474019fa9792b6b"}},{"arxiv_id":"2402.12138","paper":"/paper/perceiving-longer-sequences-with-bi","title":"Perceiving Longer Sequences With Bi-Directional Cross-Attention Transformers","date":"2024-02-19","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"mrkshllr/bixt","path":"timm/models/bixt.py","file_url":"https://github.com/mrkshllr/bixt/blob/HEAD/timm/models/bixt.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"code_sha256_prefix":"9e505b05709a5466","mcp_get_code":{"code_sha256":"9e505b05709a5466"}},{"arxiv_id":"2204.07683","paper":"/paper/safe-self-refinement-for-transformer-based","title":"Safe Self-Refinement for Transformer-based Domain Adaptation","date":"2022-04-16","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"tsun/SSRT","path":"model/SSRT.py","file_url":"https://github.com/tsun/SSRT/blob/HEAD/model/SSRT.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"50805d05a18a031e","mcp_get_code":{"code_sha256":"50805d05a18a031e"}},{"arxiv_id":"2204.03645","paper":"/paper/davit-dual-attention-vision-transformers","title":"DaViT: Dual Attention Vision Transformers","date":"2022-04-07","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"dingmyu/davit","path":"timm/models/davit.py","file_url":"https://github.com/dingmyu/davit/blob/HEAD/timm/models/davit.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"ef7b648f5c9e3de2","mcp_get_code":{"code_sha256":"ef7b648f5c9e3de2"}},{"arxiv_id":"2201.04850","paper":"/paper/bridgeformer-bridging-video-text-retrieval","title":"Bridging Video-text Retrieval with Multiple Choice Questions","date":"2022-01-13","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"towhee-io/towhee","path":"towhee/models/bridgeformer/bridge_former_training_block.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/bridgeformer/bridge_former_training_block.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"d90854b3e1f1b595","mcp_get_code":{"code_sha256":"d90854b3e1f1b595"}},{"arxiv_id":"2111.12594","paper":"/paper/conditional-object-centric-learning-from-1","title":"Conditional Object-Centric Learning from Video","date":"2021-11-24","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"Genera1Z/SAVi-PyTorch","path":"model.py","file_url":"https://github.com/Genera1Z/SAVi-PyTorch/blob/HEAD/model.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"ca0021be69127472","mcp_get_code":{"code_sha256":"ca0021be69127472"}},{"arxiv_id":"2103.14030","paper":"/paper/swin-transformer-hierarchical-vision","title":"Swin Transformer: Hierarchical Vision Transformer using Shifted Windows","date":"2021-03-25","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"towhee-io/towhee","path":"towhee/models/swin_transformer/model.py","file_url":"https://github.com/towhee-io/towhee/blob/HEAD/towhee/models/swin_transformer/model.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"98140f0fbd8aeb2e","mcp_get_code":{"code_sha256":"98140f0fbd8aeb2e"}}]}