{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:PN6D55AHQ53WTKPRQ7BC5YXILT","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":"5998d491681c46af96c6697fb7db030d45c2f6a7b06916213a1245c095058a64","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-17T16:24:55Z","title_canon_sha256":"61968d354a386791433758d73f705360ebc6403321335a0e45a6b2365d4eb4bf"},"schema_version":"1.0","source":{"id":"2412.13236","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.13236","created_at":"2026-07-05T09:50:58Z"},{"alias_kind":"arxiv_version","alias_value":"2412.13236v1","created_at":"2026-07-05T09:50:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.13236","created_at":"2026-07-05T09:50:58Z"},{"alias_kind":"pith_short_12","alias_value":"PN6D55AHQ53W","created_at":"2026-07-05T09:50:58Z"},{"alias_kind":"pith_short_16","alias_value":"PN6D55AHQ53WTKPR","created_at":"2026-07-05T09:50:58Z"},{"alias_kind":"pith_short_8","alias_value":"PN6D55AH","created_at":"2026-07-05T09:50:58Z"}],"graph_snapshots":[{"event_id":"sha256:6e01090480a6e15a9a43da80a8dcdc04261e969c1c7110a7d8ae3b0f9ee5d4d4","target":"graph","created_at":"2026-07-05T09:50:58Z","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/2412.13236/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Early exiting is an effective paradigm for improving the inference efficiency of pre-trained language models (PLMs) by dynamically adjusting the number of executed layers for each sample. However, in most existing works, easy and hard samples are treated equally by each classifier during training, which neglects the test-time early exiting behavior, leading to inconsistency between training and testing. Although some methods have tackled this issue under a fixed speed-up ratio, the challenge of flexibly adjusting the speed-up ratio while maintaining consistency between training and testing is ","authors_text":"Duoqian Miao, Hongyun Zhang, Jianing He, Qi Zhang, Usman Naseem, Xuanjing Huang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-17T16:24:55Z","title":"COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.13236","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":"sha256:19ced7c672c643f593952f035b865590ba87b83d45a4b3f880120159bbd1931c","target":"record","created_at":"2026-07-05T09:50:58Z","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":"5998d491681c46af96c6697fb7db030d45c2f6a7b06916213a1245c095058a64","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-17T16:24:55Z","title_canon_sha256":"61968d354a386791433758d73f705360ebc6403321335a0e45a6b2365d4eb4bf"},"schema_version":"1.0","source":{"id":"2412.13236","kind":"arxiv","version":1}},"canonical_sha256":"7b7c3ef407877769a9f187c22ee2e85cc8398fc7af46a835ad08e5bde667340a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7b7c3ef407877769a9f187c22ee2e85cc8398fc7af46a835ad08e5bde667340a","first_computed_at":"2026-07-05T09:50:58.542087Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:50:58.542087Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oLwRARc4FIwiS/sAmkN12b9h62UF0UYSn6V2/4n4bbJQh8iuKOr9wd2gx4RTaMcgW4wDxskf9F4WlPPkGhH4Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:50:58.542496Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.13236","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:19ced7c672c643f593952f035b865590ba87b83d45a4b3f880120159bbd1931c","sha256:6e01090480a6e15a9a43da80a8dcdc04261e969c1c7110a7d8ae3b0f9ee5d4d4"],"state_sha256":"31805e25c38638397d5857ba21bbbf483f408bd1cc6f5a1a075dcd57332e2f89"}