{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:Y5A2USQP5OHQQUAFGVUWSJVVFG","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":"4ebdc4be020876ecc0de8a60529a9770c34daf159b996370d473359e5a54f8a2","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-22T18:37:08Z","title_canon_sha256":"b66e63f11196554e68f524492f29e20f8aaf2bebf1aebd7a12a29aaef9579727"},"schema_version":"1.0","source":{"id":"2501.13074","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.13074","created_at":"2026-07-05T11:12:24Z"},{"alias_kind":"arxiv_version","alias_value":"2501.13074v2","created_at":"2026-07-05T11:12:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.13074","created_at":"2026-07-05T11:12:24Z"},{"alias_kind":"pith_short_12","alias_value":"Y5A2USQP5OHQ","created_at":"2026-07-05T11:12:24Z"},{"alias_kind":"pith_short_16","alias_value":"Y5A2USQP5OHQQUAF","created_at":"2026-07-05T11:12:24Z"},{"alias_kind":"pith_short_8","alias_value":"Y5A2USQP","created_at":"2026-07-05T11:12:24Z"}],"graph_snapshots":[{"event_id":"sha256:3b0c22877930e69efeaba38ed34b5d96e6e1696c6cca10053aeb8427c4c8e4b9","target":"graph","created_at":"2026-07-05T11:12:24Z","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/2501.13074/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Mixture-of-Experts (MoE) models mostly use a router to assign tokens to specific expert modules, activating only partial parameters and often outperforming dense models. We argue that the separation between the router's decision-making and the experts' execution is a critical yet overlooked issue, leading to suboptimal expert selection and ineffective learning. To address this, we propose Autonomy-of-Experts (AoE), a novel MoE paradigm in which experts autonomously select themselves to process inputs. AoE is based on the insight that an expert is aware of its own capacity to effectively proces","authors_text":"Ang Lv, Di Wang, Rui Yan, Ruobing Xie, Songhao Wu, Xingwu Sun, Yining Qian, Zhanhui Kang","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-22T18:37:08Z","title":"Autonomy-of-Experts Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.13074","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:b8296402af6a4366275e507631ad8f8abc85afe32c77360c64cd3fd3bf9459cc","target":"record","created_at":"2026-07-05T11:12:24Z","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":"4ebdc4be020876ecc0de8a60529a9770c34daf159b996370d473359e5a54f8a2","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2025-01-22T18:37:08Z","title_canon_sha256":"b66e63f11196554e68f524492f29e20f8aaf2bebf1aebd7a12a29aaef9579727"},"schema_version":"1.0","source":{"id":"2501.13074","kind":"arxiv","version":2}},"canonical_sha256":"c741aa4a0feb8f08500535696926b5298865171825f89928450522a67198e423","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c741aa4a0feb8f08500535696926b5298865171825f89928450522a67198e423","first_computed_at":"2026-07-05T11:12:24.520685Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:12:24.520685Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"30aUL3BXd/acZ72giwbe0x91JsmRLZzw8+RYh6FnnjTdekOvubBDfg7j+2PSomfVqT8IGc6n3cqK7LAJRSsXBA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:12:24.521220Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.13074","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b8296402af6a4366275e507631ad8f8abc85afe32c77360c64cd3fd3bf9459cc","sha256:3b0c22877930e69efeaba38ed34b5d96e6e1696c6cca10053aeb8427c4c8e4b9"],"state_sha256":"3f81d9924c72fe532202ad6d5b9476a8a6d9c9840b5732647900768d4b3ebef1"}