{"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/route-interpret-repeat-blurring-the-line","title":"Tackling Shortcut Learning in Deep Neural Networks: An Iterative Approach with Interpretable Models","arxiv_id":"2302.10289","date":"2023-02-20","proceeding":null,"authors":["Shantanu Ghosh","Ke Yu","Forough Arabshahi","Kayhan Batmanghelich"],"abstract":"We use concept-based interpretable models to mitigate shortcut learning. Existing methods lack interpretability. Beginning with a Blackbox, we iteratively carve out a mixture of interpretable experts (MoIE) and a residual network. Each expert explains a subset of data using First Order Logic (FOL). While explaining a sample, the FOL from biased BB-derived MoIE detects the shortcut effectively. Finetuning the BB with Metadata Normalization (MDN) eliminates the shortcut. The FOLs from the finetuned-BB-derived MoIE verify the elimination of the shortcut. Our experiments show that MoIE does not hurt the accuracy of the original BB and eliminates shortcuts effectively.","url_abs":"https://arxiv.org/abs/2302.10289v9","url_pdf":"https://arxiv.org/pdf/2302.10289v9.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":[{"paper_slug":"route-interpret-repeat-blurring-the-line","repo_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[],"methods":[{"method_slug":"hoc","method_name":"HOC"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2302.10289","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2302.10289"}},"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/AI09-guy/ICML-Submission","reach":{"status":"gone","observed_at":"2026-09-17","how":"tree_404+repo_404"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat","reach":null}],"summary":{"ran":4,"unverified":2},"by_repo_kind":{"official":{"samples":6,"ran":4,"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":0,"samples":[{"code_sha256_prefix":"a46486dd14aec8fe","entry":"Conceptizator","repo":"batmanlab/ICML-2023-Route-interpret-repeat","repo_kind":"official","path":"src/codebase/Explainer/models/Gated_Logic_Net.py","file_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat/blob/HEAD/src/codebase/Explainer/models/Gated_Logic_Net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a46486dd14aec8fe"}},{"code_sha256_prefix":"74c85a622b33033a","entry":"EntropyLinear","repo":"batmanlab/ICML-2023-Route-interpret-repeat","repo_kind":"official","path":"src/codebase/Explainer/models/Gated_Logic_Net.py","file_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat/blob/HEAD/src/codebase/Explainer/models/Gated_Logic_Net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"74c85a622b33033a"}},{"code_sha256_prefix":"1811ff5c9672a4f8","entry":"Explainer","repo":"batmanlab/ICML-2023-Route-interpret-repeat","repo_kind":"official","path":"src/codebase/Explainer/models/Gated_Logic_Net.py","file_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat/blob/HEAD/src/codebase/Explainer/models/Gated_Logic_Net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1811ff5c9672a4f8"}},{"code_sha256_prefix":"62701de75737b698","entry":"get_device","repo":"batmanlab/ICML-2023-Route-interpret-repeat","repo_kind":"official","path":"src/codebase/Explainer/models/Gated_Logic_Net.py","file_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat/blob/HEAD/src/codebase/Explainer/models/Gated_Logic_Net.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"62701de75737b698"}},{"code_sha256_prefix":"b4d2aff01e9dca4e","entry":"Gated_Logic_Net","repo":"batmanlab/ICML-2023-Route-interpret-repeat","repo_kind":"official","path":"src/codebase/Explainer/models/Gated_Logic_Net.py","file_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat/blob/HEAD/src/codebase/Explainer/models/Gated_Logic_Net.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b4d2aff01e9dca4e"}},{"code_sha256_prefix":"bfbd35755954072a","entry":"test","repo":"batmanlab/ICML-2023-Route-interpret-repeat","repo_kind":"official","path":"src/codebase/Explainer/models/Gated_Logic_Net.py","file_url":"https://github.com/batmanlab/ICML-2023-Route-interpret-repeat/blob/HEAD/src/codebase/Explainer/models/Gated_Logic_Net.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bfbd35755954072a"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}