{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:LVVX6ARACXP4Y5FNCX7VOEE7NE","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":"dcb25958ef2b4b150ff76a37c23f7047f52b11cb1426854e164ee629b3599615","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-08T05:08:34Z","title_canon_sha256":"33c00f54d4a34c5d908a155b966a2af09a56fecb280f24024680e8aa8b131e13"},"schema_version":"1.0","source":{"id":"2506.17249","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.17249","created_at":"2026-07-05T11:25:14Z"},{"alias_kind":"arxiv_version","alias_value":"2506.17249v1","created_at":"2026-07-05T11:25:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.17249","created_at":"2026-07-05T11:25:14Z"},{"alias_kind":"pith_short_12","alias_value":"LVVX6ARACXP4","created_at":"2026-07-05T11:25:14Z"},{"alias_kind":"pith_short_16","alias_value":"LVVX6ARACXP4Y5FN","created_at":"2026-07-05T11:25:14Z"},{"alias_kind":"pith_short_8","alias_value":"LVVX6ARA","created_at":"2026-07-05T11:25:14Z"}],"graph_snapshots":[{"event_id":"sha256:abd248601055339e234406af899a37f2860ab8335da97870a50318dcf79380ff","target":"graph","created_at":"2026-07-05T11:25:14Z","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/2506.17249/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Early exiting has demonstrated great potential in accelerating the inference of pre-trained language models (PLMs) by enabling easy samples to exit at shallow layers, eliminating the need for executing deeper layers. However, existing early exiting methods primarily rely on class-relevant logits to formulate their exiting signals for estimating prediction certainty, neglecting the detrimental influence of class-irrelevant information in the features on prediction certainty. This leads to an overestimation of prediction certainty, causing premature exiting of samples with incorrect early predic","authors_text":"Duoqian Miao, Hongyun Zhang, Jianing He, Qi Zhang, Shufeng Hao, Yi Kun, Zhihua Wei","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-08T05:08:34Z","title":"Improving Prediction Certainty Estimation for Reliable Early Exiting via Null Space Projection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.17249","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":"sha256:272f4dbf052b4c722806646be827b80f7020032a52715e813888c84fd5de4b55","target":"record","created_at":"2026-07-05T11:25:14Z","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":"dcb25958ef2b4b150ff76a37c23f7047f52b11cb1426854e164ee629b3599615","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-08T05:08:34Z","title_canon_sha256":"33c00f54d4a34c5d908a155b966a2af09a56fecb280f24024680e8aa8b131e13"},"schema_version":"1.0","source":{"id":"2506.17249","kind":"arxiv","version":1}},"canonical_sha256":"5d6b7f022015dfcc74ad15ff57109f69390a5f1e175621de2ea418f519a39ee8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5d6b7f022015dfcc74ad15ff57109f69390a5f1e175621de2ea418f519a39ee8","first_computed_at":"2026-07-05T11:25:14.278238Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:25:14.278238Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Mfbu/G2PiBYyCTvWjUiQYZWASJvT49cfQVUy9mPDbFB/9ENl/EHl8uV1heaXzSfmRd9ehtzLa7jt0GkMTQxVDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:25:14.278786Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.17249","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:272f4dbf052b4c722806646be827b80f7020032a52715e813888c84fd5de4b55","sha256:abd248601055339e234406af899a37f2860ab8335da97870a50318dcf79380ff"],"state_sha256":"80ba4d46a37edac02e86caea20cdbd5142b7f11d7dd3a934d59ebd0bbabfc9f1"}