{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:TUAAHCQE2TVQ3L3UTB7L4I76NW","short_pith_number":"pith:TUAAHCQE","canonical_record":{"source":{"id":"2402.05945","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-02-03T03:50:58Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"c55e40b72689e78ca11d4054bb2cc23996bd2d2bbae0f871aaef094f4526524d","abstract_canon_sha256":"a971f5b49092684eb45ddf72689d6d31603b57ca211b5a4c263c5e69da896671"},"schema_version":"1.0"},"canonical_sha256":"9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695","source":{"kind":"arxiv","id":"2402.05945","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.05945","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"arxiv_version","alias_value":"2402.05945v1","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.05945","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"pith_short_12","alias_value":"TUAAHCQE2TVQ","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"pith_short_16","alias_value":"TUAAHCQE2TVQ3L3U","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"pith_short_8","alias_value":"TUAAHCQE","created_at":"2026-07-05T07:43:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:TUAAHCQE2TVQ3L3UTB7L4I76NW","target":"record","payload":{"canonical_record":{"source":{"id":"2402.05945","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-02-03T03:50:58Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"c55e40b72689e78ca11d4054bb2cc23996bd2d2bbae0f871aaef094f4526524d","abstract_canon_sha256":"a971f5b49092684eb45ddf72689d6d31603b57ca211b5a4c263c5e69da896671"},"schema_version":"1.0"},"canonical_sha256":"9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:43:15.752304Z","signature_b64":"WC7lylROeGOI5hmfEdJyLvebm1lL3ZyfYLELzbqpd3ow0OGhwVehxXdpwNNWv2GoESqolTOv9DjmF7eFHaeJBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695","last_reissued_at":"2026-07-05T07:43:15.751676Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:43:15.751676Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.05945","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:43:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8uaQSzmTvLMkCwfvSlskTgvWj7+tZ7XpdJTsXSO8nldGNmYFXCTSSTXjMJW3l+483s2YMQyxDy97E2YP/XdNBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T10:12:42.974580Z"},"content_sha256":"47853880d636d32149b3c62392c35d6c87f762352fc29ced3472cb676d0b8be5","schema_version":"1.0","event_id":"sha256:47853880d636d32149b3c62392c35d6c87f762352fc29ced3472cb676d0b8be5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:TUAAHCQE2TVQ3L3UTB7L4I76NW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Eliminating Information Leakage in Hard Concept Bottleneck Models with Supervised, Hierarchical Concept Learning","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Ao Sun, Pingchuan Ma, Shuai Wang, Yuanyuan Yuan","submitted_at":"2024-02-03T03:50:58Z","abstract_excerpt":"Concept Bottleneck Models (CBMs) aim to deliver interpretable and interventionable predictions by bridging features and labels with human-understandable concepts. While recent CBMs show promising potential, they suffer from information leakage, where unintended information beyond the concepts (either when concepts are represented with probabilities or binary states) are leaked to the subsequent label prediction. Consequently, distinct classes are falsely classified via indistinguishable concepts, undermining the interpretation and intervention of CBMs.\n  This paper alleviates the information l"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.05945","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2402.05945/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:43:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NmNi68Nw/lUHZCm+dhqr6YQxY1d6fOphKyjmBSkOlIQl/RxtSSUIleSLVS6+eDVOYdRL8+ZuYLSVWPzlS22ABQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T10:12:42.975071Z"},"content_sha256":"c071395b1f2a226ee082b4d43408989e27a4420a35f92de519fcd93282c31941","schema_version":"1.0","event_id":"sha256:c071395b1f2a226ee082b4d43408989e27a4420a35f92de519fcd93282c31941"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW/bundle.json","state_url":"https://pith.science/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-09T10:12:42Z","links":{"resolver":"https://pith.science/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW","bundle":"https://pith.science/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW/bundle.json","state":"https://pith.science/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TUAAHCQE2TVQ3L3UTB7L4I76NW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:TUAAHCQE2TVQ3L3UTB7L4I76NW","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":"a971f5b49092684eb45ddf72689d6d31603b57ca211b5a4c263c5e69da896671","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-02-03T03:50:58Z","title_canon_sha256":"c55e40b72689e78ca11d4054bb2cc23996bd2d2bbae0f871aaef094f4526524d"},"schema_version":"1.0","source":{"id":"2402.05945","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.05945","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"arxiv_version","alias_value":"2402.05945v1","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.05945","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"pith_short_12","alias_value":"TUAAHCQE2TVQ","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"pith_short_16","alias_value":"TUAAHCQE2TVQ3L3U","created_at":"2026-07-05T07:43:15Z"},{"alias_kind":"pith_short_8","alias_value":"TUAAHCQE","created_at":"2026-07-05T07:43:15Z"}],"graph_snapshots":[{"event_id":"sha256:c071395b1f2a226ee082b4d43408989e27a4420a35f92de519fcd93282c31941","target":"graph","created_at":"2026-07-05T07:43:15Z","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/2402.05945/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Concept Bottleneck Models (CBMs) aim to deliver interpretable and interventionable predictions by bridging features and labels with human-understandable concepts. While recent CBMs show promising potential, they suffer from information leakage, where unintended information beyond the concepts (either when concepts are represented with probabilities or binary states) are leaked to the subsequent label prediction. Consequently, distinct classes are falsely classified via indistinguishable concepts, undermining the interpretation and intervention of CBMs.\n  This paper alleviates the information l","authors_text":"Ao Sun, Pingchuan Ma, Shuai Wang, Yuanyuan Yuan","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-02-03T03:50:58Z","title":"Eliminating Information Leakage in Hard Concept Bottleneck Models with Supervised, Hierarchical Concept Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.05945","kind":"arxiv","version":1},"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":"sha256:47853880d636d32149b3c62392c35d6c87f762352fc29ced3472cb676d0b8be5","target":"record","created_at":"2026-07-05T07:43:15Z","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":"a971f5b49092684eb45ddf72689d6d31603b57ca211b5a4c263c5e69da896671","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-02-03T03:50:58Z","title_canon_sha256":"c55e40b72689e78ca11d4054bb2cc23996bd2d2bbae0f871aaef094f4526524d"},"schema_version":"1.0","source":{"id":"2402.05945","kind":"arxiv","version":1}},"canonical_sha256":"9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9d00038a04d4eb0daf74987ebe23fe6d9a79e7e4beb637fe39029ab2b6f9b695","first_computed_at":"2026-07-05T07:43:15.751676Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:43:15.751676Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WC7lylROeGOI5hmfEdJyLvebm1lL3ZyfYLELzbqpd3ow0OGhwVehxXdpwNNWv2GoESqolTOv9DjmF7eFHaeJBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:43:15.752304Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.05945","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:47853880d636d32149b3c62392c35d6c87f762352fc29ced3472cb676d0b8be5","sha256:c071395b1f2a226ee082b4d43408989e27a4420a35f92de519fcd93282c31941"],"state_sha256":"efcb667005039203d428361a82a1cb9187b107d280face6dcb0284396e7b4217"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2p0duzONSjVJoJYwNbjL4TrlOlhBVJFyl5nct8ZBT4WPfm5e/2tYqtrcH0KOWPKufeDfMIuwmzNkjArRP7voBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T10:12:42.978316Z","bundle_sha256":"19799015258e527a62ecf91e96d3756320a87325c522b52e93641820ae466f28"}}