{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:ENRZIHXWTUE2BOPGXGLVXZX7F2","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":"823d2a54469253e5b74eed91b8279b26d1673e2c5372ff7bc31999a356f18c12","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2019-10-07T08:42:45Z","title_canon_sha256":"50f88632a637ceb0268c966185e44a5180eb996a088043d744ddbac8f8857680"},"schema_version":"1.0","source":{"id":"1910.02673","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1910.02673","created_at":"2026-07-05T00:10:10Z"},{"alias_kind":"arxiv_version","alias_value":"1910.02673v1","created_at":"2026-07-05T00:10:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1910.02673","created_at":"2026-07-05T00:10:10Z"},{"alias_kind":"pith_short_12","alias_value":"ENRZIHXWTUE2","created_at":"2026-07-05T00:10:10Z"},{"alias_kind":"pith_short_16","alias_value":"ENRZIHXWTUE2BOPG","created_at":"2026-07-05T00:10:10Z"},{"alias_kind":"pith_short_8","alias_value":"ENRZIHXW","created_at":"2026-07-05T00:10:10Z"}],"graph_snapshots":[{"event_id":"sha256:757c5dceb450fe26c5ef29c231b72940fa9119addb917874bade555507990808","target":"graph","created_at":"2026-07-05T00:10:10Z","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/1910.02673/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a novel perspective to understand deep neural networks in an interpretable disentanglement form. For each semantic class, we extract a class-specific functional subnetwork from the original full model, with compressed structure while maintaining comparable prediction performance. The structure representations of extracted subnetworks display a resemblance to their corresponding class semantic similarities. We also apply extracted subnetworks in visual explanation and adversarial example detection tasks by merely replacing the original full model with class-specific subnetworks. Expe","authors_text":"Hang Su, Xiaolin Hu, Yulong Wang","cross_cats":["stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2019-10-07T08:42:45Z","title":"Interpretable Disentanglement of Neural Networks by Extracting Class-Specific Subnetwork"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1910.02673","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":"sha256:87a1559db9772d920113727d690b7c6432238eba5675271e210dd24bf9731551","target":"record","created_at":"2026-07-05T00:10:10Z","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":"823d2a54469253e5b74eed91b8279b26d1673e2c5372ff7bc31999a356f18c12","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2019-10-07T08:42:45Z","title_canon_sha256":"50f88632a637ceb0268c966185e44a5180eb996a088043d744ddbac8f8857680"},"schema_version":"1.0","source":{"id":"1910.02673","kind":"arxiv","version":1}},"canonical_sha256":"2363941ef69d09a0b9e6b9975be6ff2ebd8829656e3bc36127c35e3850cfba0f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2363941ef69d09a0b9e6b9975be6ff2ebd8829656e3bc36127c35e3850cfba0f","first_computed_at":"2026-07-05T00:10:10.394958Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:10:10.394958Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WZHa+DOSx4JlZyORybOidVwjrBuvxKjtfcLiLsJ4cy6gxE1RTB1MuTEoL6FclNr6d8yu8ELM6cQFrcV3xhi2Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T00:10:10.395304Z","signed_message":"canonical_sha256_bytes"},"source_id":"1910.02673","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:87a1559db9772d920113727d690b7c6432238eba5675271e210dd24bf9731551","sha256:757c5dceb450fe26c5ef29c231b72940fa9119addb917874bade555507990808"],"state_sha256":"2dd9b57022433414145328bc5d056cb369c1d196a6df6968461dda284923582e"}