{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:QEOQ2M2M74LI6UVYUVSGBIVVIO","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":"136007cde3b6a25e00968838e95745c2f016644aa9852b884eb5ee2ef99b119f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2022-04-04T23:31:04Z","title_canon_sha256":"b20faf9dc18ec4c97e117b46fda9124206aabdf3794003d16886228f45f3f4b2"},"schema_version":"1.0","source":{"id":"2204.01888","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.01888","created_at":"2026-07-05T05:09:56Z"},{"alias_kind":"arxiv_version","alias_value":"2204.01888v3","created_at":"2026-07-05T05:09:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.01888","created_at":"2026-07-05T05:09:56Z"},{"alias_kind":"pith_short_12","alias_value":"QEOQ2M2M74LI","created_at":"2026-07-05T05:09:56Z"},{"alias_kind":"pith_short_16","alias_value":"QEOQ2M2M74LI6UVY","created_at":"2026-07-05T05:09:56Z"},{"alias_kind":"pith_short_8","alias_value":"QEOQ2M2M","created_at":"2026-07-05T05:09:56Z"}],"graph_snapshots":[{"event_id":"sha256:17c6395a9ed7bb7ac78d9d90f2fb921cf0ce43f71da15a02a758184efb44c1c9","target":"graph","created_at":"2026-07-05T05:09:56Z","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/2204.01888/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traditional deep learning interpretability methods which are suitable for model users cannot explain network behaviors at the global level and are inflexible at providing fine-grained explanations. As a solution, concept-based explanations are gaining attention due to their human intuitiveness and their flexibility to describe both global and local model behaviors. Concepts are groups of similarly meaningful pixels that express a notion, embedded within the network's latent space and have commonly been hand-generated, but have recently been discovered by automated approaches. Unfortunately, th","authors_text":"Aditi Mishra, Bum Chul Kwon, Chris Bryan, Jinbin Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2022-04-04T23:31:04Z","title":"ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.01888","kind":"arxiv","version":3},"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":"sha256:2ad46ac10e877f3b51fab1511f6491aecd014dc21dc9b1627c000644ae96a465","target":"record","created_at":"2026-07-05T05:09:56Z","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":"136007cde3b6a25e00968838e95745c2f016644aa9852b884eb5ee2ef99b119f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2022-04-04T23:31:04Z","title_canon_sha256":"b20faf9dc18ec4c97e117b46fda9124206aabdf3794003d16886228f45f3f4b2"},"schema_version":"1.0","source":{"id":"2204.01888","kind":"arxiv","version":3}},"canonical_sha256":"811d0d334cff168f52b8a56460a2b5439a48145b4f8e4b0aeccdd1b572a87bdf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"811d0d334cff168f52b8a56460a2b5439a48145b4f8e4b0aeccdd1b572a87bdf","first_computed_at":"2026-07-05T05:09:56.258515Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:09:56.258515Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ULEAOiOkImeFrmak1wYi0hiGLQV0f+jodXdFwz6JvWlSoYveWXF653tO2bAXVRq01asn2ZbCqhYy8TzdQ5vwCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:09:56.258915Z","signed_message":"canonical_sha256_bytes"},"source_id":"2204.01888","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2ad46ac10e877f3b51fab1511f6491aecd014dc21dc9b1627c000644ae96a465","sha256:17c6395a9ed7bb7ac78d9d90f2fb921cf0ce43f71da15a02a758184efb44c1c9"],"state_sha256":"9294e951d02551a049c34844961ca690db64b59ea7686505a251348b564db0dc"}