{"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":"/paper/counterfactual-metarules-for-local-and-global","title":"Counterfactual Metarules for Local and Global Recourse","arxiv_id":"2405.18875","date":"2024-05-29","proceeding":null,"authors":["Tom Bewley","Salim I. Amoukou","Saumitra Mishra","Daniele Magazzeni","Manuela Veloso"],"abstract":"We introduce T-CREx, a novel model-agnostic method for local and global counterfactual explanation (CE), which summarises recourse options for both individuals and groups in the form of human-readable rules. It leverages tree-based surrogate models to learn the counterfactual rules, alongside 'metarules' denoting their regions of optimality, providing both a global analysis of model behaviour and diverse recourse options for users. Experiments indicate that T-CREx achieves superior aggregate performance over existing rule-based baselines on a range of CE desiderata, while being orders of magnitude faster to run.","url_abs":"https://arxiv.org/abs/2405.18875v1","url_pdf":"https://arxiv.org/pdf/2405.18875v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[],"tasks":[{"task_slug":"counterfactual-explanation","task_name":"Counterfactual Explanation"},{"task_slug":null,"task_name":"counterfactual"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2405.18875","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2405.18875"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"deterministic:regex_extraction","url":"https://github.com/rrunix/libfastcrf","reach":null}],"summary":{"ran_honours":1,"ran_draft_wrong":1,"unverified":1},"by_repo_kind":{"found_in_text":{"samples":3,"ran":2,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":3,"samples":[{"code_sha256_prefix":"7bc9364a2a1618a6","entry":"calculate_rule_size","repo":"rrunix/libfastcrf","repo_kind":"found_in_text","path":"fastcrf/converter.py","file_url":"https://github.com/rrunix/libfastcrf/blob/HEAD/fastcrf/converter.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"7bc9364a2a1618a6"}},{"code_sha256_prefix":"0d0e4cd6613fecc2","entry":"extract_rule_condition_set","repo":"rrunix/libfastcrf","repo_kind":"found_in_text","path":"fastcrf/converter.py","file_url":"https://github.com/rrunix/libfastcrf/blob/HEAD/fastcrf/converter.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"0d0e4cd6613fecc2"}},{"code_sha256_prefix":"54b203167972b94e","entry":"extract_rules","repo":"rrunix/libfastcrf","repo_kind":"found_in_text","path":"fastcrf/converter.py","file_url":"https://github.com/rrunix/libfastcrf/blob/HEAD/fastcrf/converter.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"54b203167972b94e"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}