{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:2TBMLEAHF4YC66ZHKX3MTMC34R","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":"25b5c079e08af01cf42404a1c67b4a5d416100b54b04bc806e29c88f3a9311ca","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-04-19T14:08:56Z","title_canon_sha256":"01f57c9ef3e4b819311aee2c57f7a1f8213af0caafa388d917756d66f6fdebed"},"schema_version":"1.0","source":{"id":"2504.14307","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.14307","created_at":"2026-07-05T11:26:03Z"},{"alias_kind":"arxiv_version","alias_value":"2504.14307v2","created_at":"2026-07-05T11:26:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.14307","created_at":"2026-07-05T11:26:03Z"},{"alias_kind":"pith_short_12","alias_value":"2TBMLEAHF4YC","created_at":"2026-07-05T11:26:03Z"},{"alias_kind":"pith_short_16","alias_value":"2TBMLEAHF4YC66ZH","created_at":"2026-07-05T11:26:03Z"},{"alias_kind":"pith_short_8","alias_value":"2TBMLEAH","created_at":"2026-07-05T11:26:03Z"}],"graph_snapshots":[{"event_id":"sha256:dfcb0a00bf1b0aa073771b96fb27ec0193184a2ff7e528aac6a7e83ef9e2a7f8","target":"graph","created_at":"2026-07-05T11:26:03Z","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/2504.14307/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Advances in self-distillation have shown that when knowledge is distilled from a teacher to a student using the same deep learning (DL) architecture, the student performance can surpass the teacher particularly when the network is overparameterized and the teacher is trained with early stopping. Alternatively, ensemble learning also improves performance, although training, storing, and deploying multiple models becomes impractical as the number of models grows. Even distilling an ensemble to a single student model or weight averaging methods first requires training of multiple teacher models a","authors_text":"Alessandro Koerich, Ali Etemad, Clara Martinez, Eric Granger, Marco Pedersoli, Muhammad Haseeb Aslam","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-04-19T14:08:56Z","title":"Learning from Stochastic Teacher Representations Using Student-Guided Knowledge Distillation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.14307","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:a9e85dc54e8910692cd2713e65476657fbb3675ef097fae03dbfd69a1c96771a","target":"record","created_at":"2026-07-05T11:26:03Z","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":"25b5c079e08af01cf42404a1c67b4a5d416100b54b04bc806e29c88f3a9311ca","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-04-19T14:08:56Z","title_canon_sha256":"01f57c9ef3e4b819311aee2c57f7a1f8213af0caafa388d917756d66f6fdebed"},"schema_version":"1.0","source":{"id":"2504.14307","kind":"arxiv","version":2}},"canonical_sha256":"d4c2c590072f302f7b2755f6c9b05be459f8c44248e0913040cc53e567e0fb28","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d4c2c590072f302f7b2755f6c9b05be459f8c44248e0913040cc53e567e0fb28","first_computed_at":"2026-07-05T11:26:03.943204Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:26:03.943204Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZZypQKQPDn6klEPshC6LLSGcRXFAJtOVF2q+YvLvyEgaSp6c1PEM2s6BmdO5Hxh1RQJBAIdDtV3GNC5rBIrcDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:26:03.943625Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.14307","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a9e85dc54e8910692cd2713e65476657fbb3675ef097fae03dbfd69a1c96771a","sha256:dfcb0a00bf1b0aa073771b96fb27ec0193184a2ff7e528aac6a7e83ef9e2a7f8"],"state_sha256":"05c9fb610072cea140dfc7b6f0e8af41ad9d36517913d40e4e8d645c60de2e9d"}