{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:YJDN6BHO36PPF3W44DVT3YRBLM","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"ff5c9149c50401ad44eabe1c049ff5a868d104afb7be9c895ab8b01e0c65ad57","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-08-31T17:06:46Z","title_canon_sha256":"d43b79754e4bd37429a5e1ba15eb4a8637960a54b90c0223c09a844d8a35d9c8"},"schema_version":"1.0","source":{"id":"2208.14966","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.14966","created_at":"2026-07-05T07:41:37Z"},{"alias_kind":"arxiv_version","alias_value":"2208.14966v2","created_at":"2026-07-05T07:41:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.14966","created_at":"2026-07-05T07:41:37Z"},{"alias_kind":"pith_short_12","alias_value":"YJDN6BHO36PP","created_at":"2026-07-05T07:41:37Z"},{"alias_kind":"pith_short_16","alias_value":"YJDN6BHO36PPF3W4","created_at":"2026-07-05T07:41:37Z"},{"alias_kind":"pith_short_8","alias_value":"YJDN6BHO","created_at":"2026-07-05T07:41:37Z"}],"graph_snapshots":[{"event_id":"sha256:96ff7e9d6cfdd4e914d34cdfc32c61e8eacc67f72d3b36d40ff581752bad1043","target":"graph","created_at":"2026-07-05T07:41:37Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2208.14966/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Concept-based interpretations of black-box models are often more intuitive for humans to understand. The most widely adopted approach for concept-based interpretation is Concept Activation Vector (CAV). CAV relies on learning a linear relation between some latent representation of a given model and concepts. The linear separability is usually implicitly assumed but does not hold true in general. In this work, we started from the original intent of concept-based interpretation and proposed Concept Gradient (CG), extending concept-based interpretation beyond linear concept functions. We showed t","authors_text":"Andrew Bai, Chih-Kuan Yeh, Cho-Jui Hsieh, Neil Y. C. Lin, Pradeep Ravikumar","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-08-31T17:06:46Z","title":"Concept Gradient: Concept-based Interpretation Without Linear Assumption"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.14966","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:186fe9de60743a166fd2ade29a696413b75fc4348b98466134c8a8ddba9da5d5","target":"record","created_at":"2026-07-05T07:41:37Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"ff5c9149c50401ad44eabe1c049ff5a868d104afb7be9c895ab8b01e0c65ad57","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-08-31T17:06:46Z","title_canon_sha256":"d43b79754e4bd37429a5e1ba15eb4a8637960a54b90c0223c09a844d8a35d9c8"},"schema_version":"1.0","source":{"id":"2208.14966","kind":"arxiv","version":2}},"canonical_sha256":"c246df04eedf9ef2eedce0eb3de2215b2d01fa3b97f9233b0a422399a295efbb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c246df04eedf9ef2eedce0eb3de2215b2d01fa3b97f9233b0a422399a295efbb","first_computed_at":"2026-07-05T07:41:37.093980Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:41:37.093980Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xGOo9/ll8k/d722N5Aq7VuZa9CsQduNgfYds3ZaF4HsZ561rldSy0led209o92KzrjqglQJHxOQ81YpoqFMfCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:41:37.094550Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.14966","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:186fe9de60743a166fd2ade29a696413b75fc4348b98466134c8a8ddba9da5d5","sha256:96ff7e9d6cfdd4e914d34cdfc32c61e8eacc67f72d3b36d40ff581752bad1043"],"state_sha256":"e726c767b0c3a213b1a1c731d63895f59e61d69b2b9a3f7efb6b3ca0247a6dd5"}