{"url":"/task/open-set-multi-target-domain-adaptation","name":"Open-Set Multi-Target Domain Adaptation","slug":"open-set-multi-target-domain-adaptation","description_markdown":"Open Set Multi-Target Domain Adaptation (OSMTDA) aims to transfer knowledge from a labelled source domain to multiple unlabeled target domains while handling unseen or unknown classes in the target domains.","categories":[{"name":"Computer Vision","url":"/area/computer-vision"},{"name":"Methodology","url":"/area/methodology"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":1,"papers_with_code":1,"benchmarks":3,"benchmark_tables_in_archive":3,"benchmark_tables_shown":3,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":2,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/open-set-multi-target-domain-adaptation-on","slug":"open-set-multi-target-domain-adaptation-on","dataset":"Office-31","dataset_url":"/dataset/office-31","rows_in_archive":1,"metrics":["H-Score"],"first_row_in_archive_order":{"model":"COSMo","paper_title":"COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation","paper_url":"/paper/cosmo-clip-talks-on-open-set-multi-target-1","paper_date":"2024-08-31","arxiv_id":"2409.00397","code_links":[{"title":"munish30monga/COSMo","url":"https://github.com/munish30monga/COSMo"}],"syntology":null}},{"leaderboard":"/sota/open-set-multi-target-domain-adaptation-on-1","slug":"open-set-multi-target-domain-adaptation-on-1","dataset":"Office-Home","dataset_url":"/dataset/office-home","rows_in_archive":1,"metrics":["H-Score"],"first_row_in_archive_order":{"model":"COSMo","paper_title":"COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation","paper_url":"/paper/cosmo-clip-talks-on-open-set-multi-target-1","paper_date":"2024-08-31","arxiv_id":"2409.00397","code_links":[{"title":"munish30monga/COSMo","url":"https://github.com/munish30monga/COSMo"}],"syntology":null}},{"leaderboard":"/sota/open-set-multi-target-domain-adaptation-on-2","slug":"open-set-multi-target-domain-adaptation-on-2","dataset":"MiniDomainNet","dataset_url":null,"rows_in_archive":1,"metrics":["H-Score"],"first_row_in_archive_order":{"model":"COSMo","paper_title":"COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation","paper_url":"/paper/cosmo-clip-talks-on-open-set-multi-target-1","paper_date":"2024-08-31","arxiv_id":"2409.00397","code_links":[{"title":"munish30monga/COSMo","url":"https://github.com/munish30monga/COSMo"}],"syntology":null}}],"datasets":[{"url":"/dataset/office-home","name":"Office-Home","full_name":"","num_papers_in_archive":1074},{"url":"/dataset/office-31","name":"Office-31","full_name":"Office Dataset","num_papers_in_archive":643}],"subtasks":[],"parent_tasks":[{"url":"/task/domain-adaptation","name":"Domain Adaptation"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":1,"of":1,"tagged_in_all":1,"items":[{"url":"/paper/cosmo-clip-talks-on-open-set-multi-target-1","title":"COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation","date":"2024-08-31","arxiv_id":"2409.00397","repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","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)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}