{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:L3HKVMTZ26XOUZFIVTNXMGLKB2","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":"fda2eb3ed708817dae7d928a90eaaaf8b51e49582ddf448953d7cec53cece69e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-14T03:12:25Z","title_canon_sha256":"00964142b2fd3d1e52434c4fa0eed403fb71a4d7faa00579e3ad2c49426cbd64"},"schema_version":"1.0","source":{"id":"2501.07804","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.07804","created_at":"2026-07-05T10:00:50Z"},{"alias_kind":"arxiv_version","alias_value":"2501.07804v1","created_at":"2026-07-05T10:00:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.07804","created_at":"2026-07-05T10:00:50Z"},{"alias_kind":"pith_short_12","alias_value":"L3HKVMTZ26XO","created_at":"2026-07-05T10:00:50Z"},{"alias_kind":"pith_short_16","alias_value":"L3HKVMTZ26XOUZFI","created_at":"2026-07-05T10:00:50Z"},{"alias_kind":"pith_short_8","alias_value":"L3HKVMTZ","created_at":"2026-07-05T10:00:50Z"}],"graph_snapshots":[{"event_id":"sha256:a4925b298e145291d6c274122377aa946ec771e6d4bb0111d82cdf43cc6afaa7","target":"graph","created_at":"2026-07-05T10:00:50Z","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/2501.07804/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Knowledge distillation has been widely adopted in computer vision task processing, since it can effectively enhance the performance of lightweight student networks by leveraging the knowledge transferred from cumbersome teacher networks. Most existing knowledge distillation methods utilize Kullback-Leibler divergence to mimic the logit output probabilities between the teacher network and the student network. Nonetheless, these methods may neglect the negative parts of the teacher's ''dark knowledge'' because the divergence calculations may ignore the effect of the minute probabilities from the","authors_text":"Chen Wang, Yafei Qi, Yaping Liu, Yongmin Zhang, Zhaoning Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-14T03:12:25Z","title":"Balance Divergence for Knowledge Distillation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.07804","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":"sha256:1454a5f00f62b08b3799329b472e70f06c197d31dd91c3d19195657e9f03471d","target":"record","created_at":"2026-07-05T10:00:50Z","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":"fda2eb3ed708817dae7d928a90eaaaf8b51e49582ddf448953d7cec53cece69e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-01-14T03:12:25Z","title_canon_sha256":"00964142b2fd3d1e52434c4fa0eed403fb71a4d7faa00579e3ad2c49426cbd64"},"schema_version":"1.0","source":{"id":"2501.07804","kind":"arxiv","version":1}},"canonical_sha256":"5eceaab279d7aeea64a8acdb76196a0e9061c9e1e0471565890337c92b11c29b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5eceaab279d7aeea64a8acdb76196a0e9061c9e1e0471565890337c92b11c29b","first_computed_at":"2026-07-05T10:00:50.337557Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:00:50.337557Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PO02T5DH5YRQfgcQv0iU/8MxfZUvvEHHe3AzVdx8mRigAOY1KmuIKWDDeP2Ewlle4DsyrtviKvQOviM4jzgyAw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:00:50.338046Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.07804","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1454a5f00f62b08b3799329b472e70f06c197d31dd91c3d19195657e9f03471d","sha256:a4925b298e145291d6c274122377aa946ec771e6d4bb0111d82cdf43cc6afaa7"],"state_sha256":"665cc9965eab5e29f2619a7269912be2a680fa5776e367fa148c7c3e1a87026f"}