{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:MUBPW5GBT3DR256TZD3LJPK3F4","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":"354eb29526548e67b3401508cdc4880db182cd989bc1efe0b228b4448ad74d3c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-01T18:55:31Z","title_canon_sha256":"525adfa7d9e9d033ea96150b0ebee50fdc6df351c353ee79f528200a13077561"},"schema_version":"1.0","source":{"id":"2411.00973","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.00973","created_at":"2026-07-05T09:29:53Z"},{"alias_kind":"arxiv_version","alias_value":"2411.00973v1","created_at":"2026-07-05T09:29:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.00973","created_at":"2026-07-05T09:29:53Z"},{"alias_kind":"pith_short_12","alias_value":"MUBPW5GBT3DR","created_at":"2026-07-05T09:29:53Z"},{"alias_kind":"pith_short_16","alias_value":"MUBPW5GBT3DR256T","created_at":"2026-07-05T09:29:53Z"},{"alias_kind":"pith_short_8","alias_value":"MUBPW5GB","created_at":"2026-07-05T09:29:53Z"}],"graph_snapshots":[{"event_id":"sha256:ef72c39b420d9be63ebb564dd738570934f7a46b69eea78284d8ecae045a7e3a","target":"graph","created_at":"2026-07-05T09:29:53Z","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/2411.00973/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Curriculum learning (CL) describes a machine learning training strategy in which samples are gradually introduced into the training process based on their difficulty. Despite a partially contradictory body of evidence in the literature, CL finds popularity in deep learning research due to its promise of leveraging human-inspired curricula to achieve higher model performance. Yet, the subjectivity and biases that follow any necessary definition of difficulty, especially for those found in orderings derived from models or training statistics, have rarely been investigated. To shed more light on ","authors_text":"Andreas Triantafyllopoulos, Bj\\\"orn W. Schuller, Manuel Milling, Simon Rampp","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-01T18:55:31Z","title":"Does the Definition of Difficulty Matter? Scoring Functions and their Role for Curriculum Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.00973","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:b0d42451d1d283bbee7420f08f06fb12fae17672b521f4dd8642f30401d0f19b","target":"record","created_at":"2026-07-05T09:29:53Z","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":"354eb29526548e67b3401508cdc4880db182cd989bc1efe0b228b4448ad74d3c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-11-01T18:55:31Z","title_canon_sha256":"525adfa7d9e9d033ea96150b0ebee50fdc6df351c353ee79f528200a13077561"},"schema_version":"1.0","source":{"id":"2411.00973","kind":"arxiv","version":1}},"canonical_sha256":"6502fb74c19ec71d77d3c8f6b4bd5b2f26fc55bc0909f5d05ba3e17758f44720","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6502fb74c19ec71d77d3c8f6b4bd5b2f26fc55bc0909f5d05ba3e17758f44720","first_computed_at":"2026-07-05T09:29:53.241134Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:29:53.241134Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"s573BnH5d/GONsepv/E/QA+7oVBmrEnnT02rHdXltrWnUgF6OwGvSk6PEHOAj0k2BS2qo1B8YBZgbujlfWZlDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:29:53.241512Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.00973","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b0d42451d1d283bbee7420f08f06fb12fae17672b521f4dd8642f30401d0f19b","sha256:ef72c39b420d9be63ebb564dd738570934f7a46b69eea78284d8ecae045a7e3a"],"state_sha256":"24f63ff179147200dfcaed00aa95721f9bbbf00a7b451d6d5885a1a6b577101e"}