{"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/mul-sum","entry":"mul_sum","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":9,"n_papers_ran":9,"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":1,"n_samples_ran":1,"n_samples_fingerprinted":0,"n_places":9,"n_places_pointer_only":4,"by_status":{"ran_honours":0,"ran_violates":0,"ran_draft_wrong":0,"ran_fixture":1,"ran":0,"unverified":0},"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":"2409.17808","paper":"/paper/generative-modeling-of-molecular-dynamics","title":"Generative Modeling of Molecular Dynamics Trajectories","date":"2024-09-26","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"bjing2016/mdgen","path":"mdgen/model/standalone_hyena.py","file_url":"https://github.com/bjing2016/mdgen/blob/HEAD/mdgen/model/standalone_hyena.py","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2403.17844","paper":"/paper/mechanistic-design-and-scaling-of-hybrid","title":"Mechanistic Design and Scaling of Hybrid Architectures","date":"2024-03-26","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"athms/mad-lab","path":"mad/model/layers/hyena.py","file_url":"https://github.com/athms/mad-lab/blob/HEAD/mad/model/layers/hyena.py","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2311.12570","paper":"/paper/bend-benchmarking-dna-language-models-on","title":"BEND: Benchmarking DNA Language Models on biologically meaningful tasks","date":"2023-11-21","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"frederikkemarin/BEND","path":"bend/models/hyena_dna.py","file_url":"https://github.com/frederikkemarin/BEND/blob/HEAD/bend/models/hyena_dna.py","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2307.08423","paper":"/paper/artificial-intelligence-for-science-in","title":"Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems","date":"2023-07-17","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":null,"path":"","file_url":null,"status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2306.15794","paper":"/paper/hyenadna-long-range-genomic-sequence-modeling","title":"HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution","date":"2023-06-27","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":null,"path":"","file_url":null,"status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2305.04120","paper":"/paper/a-latent-diffusion-model-for-protein","title":"A Latent Diffusion Model for Protein Structure Generation","date":"2023-05-06","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":null,"path":"","file_url":null,"status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2302.10866","paper":"/paper/hyena-hierarchy-towards-larger-convolutional","title":"Hyena Hierarchy: Towards Larger Convolutional Language Models","date":"2023-02-21","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":null,"path":"","file_url":null,"status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2212.14052","paper":"/paper/hungry-hungry-hippos-towards-language","title":"Hungry Hungry Hippos: Towards Language Modeling with State Space Models","date":"2022-12-28","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"HazyResearch/H3","path":"src/models/ssm/h3.py","file_url":"https://github.com/HazyResearch/H3/blob/HEAD/src/models/ssm/h3.py","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}},{"arxiv_id":"2023.emnlp-main.404","paper":null,"title":"arXiv:2023.emnlp-main.404","date":null,"month_inferred_from_arxiv_id":null,"title_source":null,"repo":"HazyResearch/safari","path":"standalone_hyena.py","file_url":"https://github.com/HazyResearch/safari/blob/HEAD/standalone_hyena.py","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"code_sha256_prefix":"5dd28d20c60f0c19","mcp_get_code":{"code_sha256":"5dd28d20c60f0c19"}}]}