{"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/torch-load-cpu","entry":"torch_load_cpu","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":6,"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":2,"n_samples_ran":0,"n_samples_fingerprinted":0,"n_places":6,"n_places_pointer_only":2,"by_status":{"ran_honours":0,"ran_violates":0,"ran_draft_wrong":0,"ran_fixture":0,"ran":0,"unverified":2},"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":"2606.30680","paper":"/paper/arxiv-2606-30680","title":"Locker-based Truck-Drone Routing with Integrated Considerations of Pickups, Deliveries, and No-Fly Zones","date":null,"month_inferred_from_arxiv_id":"2026-06","title_source":"syntology","repo":"wouterkool/attention-learn-to-route","path":"utils/functions.py","file_url":"https://github.com/wouterkool/attention-learn-to-route/blob/HEAD/utils/functions.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"0538f709044ed305","mcp_get_code":{"code_sha256":"0538f709044ed305"}},{"arxiv_id":"2401.10440","paper":"/paper/breaking-the-curse-of-multilinguality-with","title":"Breaking the Curse of Multilinguality with Cross-lingual Expert Language Models","date":"2024-01-19","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"blvns/x-elm","path":"metaseq/file_io.py","file_url":"https://github.com/blvns/x-elm/blob/HEAD/metaseq/file_io.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":"b2e331c14695c39b","mcp_get_code":{"code_sha256":"b2e331c14695c39b"}},{"arxiv_id":"2205.13225","paper":"/paper/collaborative-distillation-meta-learning-for","title":"DevFormer: A Symmetric Transformer for Context-Aware Device Placement","date":"2022-05-26","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"kaist-silab/devformer","path":"src/utils/functions.py","file_url":"https://github.com/kaist-silab/devformer/blob/HEAD/src/utils/functions.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"0538f709044ed305","mcp_get_code":{"code_sha256":"0538f709044ed305"}},{"arxiv_id":"2110.14074","paper":"/paper/fault-tolerant-federated-reinforcement","title":"Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee","date":"2021-10-26","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":null,"path":"","file_url":null,"status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":null,"inline_ok":false,"code_sha256_prefix":"0538f709044ed305","mcp_get_code":{"code_sha256":"0538f709044ed305"}},{"arxiv_id":"2105.02741","paper":"/paper/meta-learning-based-deep-reinforcement","title":"Meta-Learning-Based Deep Reinforcement Learning for Multiobjective Optimization Problems","date":"2021-05-06","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"zhangzizhen/ml-dam","path":"utils/functions.py","file_url":"https://github.com/zhangzizhen/ml-dam/blob/HEAD/utils/functions.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"code_sha256_prefix":"0538f709044ed305","mcp_get_code":{"code_sha256":"0538f709044ed305"}},{"arxiv_id":"1803.08475","paper":"/paper/attention-learn-to-solve-routing-problems","title":"Attention, Learn to Solve Routing Problems!","date":"2018-03-22","month_inferred_from_arxiv_id":null,"title_source":"archive","repo":"theresearchai/vehicle_routing_rl_2","path":"utils/functions.py","file_url":"https://github.com/theresearchai/vehicle_routing_rl_2/blob/HEAD/utils/functions.py","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"code_sha256_prefix":"0538f709044ed305","mcp_get_code":{"code_sha256":"0538f709044ed305"}}]}