{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:TCNI73FOWG6LXCHUKVGWY6YUJS","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":"a58ccf3bb1385bbd307ce68cc976b3c4065fb9941d4daed32402129a5be82e0c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-06T13:25:39Z","title_canon_sha256":"1cb8d12ae9e18dd53b1691d8eb1c91749002dd4498db46550a167f066d9f59d6"},"schema_version":"1.0","source":{"id":"2412.05029","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.05029","created_at":"2026-07-05T09:45:27Z"},{"alias_kind":"arxiv_version","alias_value":"2412.05029v1","created_at":"2026-07-05T09:45:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.05029","created_at":"2026-07-05T09:45:27Z"},{"alias_kind":"pith_short_12","alias_value":"TCNI73FOWG6L","created_at":"2026-07-05T09:45:27Z"},{"alias_kind":"pith_short_16","alias_value":"TCNI73FOWG6LXCHU","created_at":"2026-07-05T09:45:27Z"},{"alias_kind":"pith_short_8","alias_value":"TCNI73FO","created_at":"2026-07-05T09:45:27Z"}],"graph_snapshots":[{"event_id":"sha256:0e94aea03f83fc0d62e59b20e5156da4c840941102100b2d1b83ec23b45ad334","target":"graph","created_at":"2026-07-05T09:45:27Z","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/2412.05029/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In partial label learning (PLL), every sample is associated with a candidate label set comprising the ground-truth label and several noisy labels. The conventional PLL assumes the noisy labels are randomly generated (instance-independent), while in practical scenarios, the noisy labels are always instance-dependent and are highly related to the sample features, leading to the instance-dependent partial label learning (IDPLL) problem. Instance-dependent noisy label is a double-edged sword. On one side, it may promote model training as the noisy labels can depict the sample to some extent. On th","authors_text":"Fuchao Yang, Hui Liu, Jianhong Cheng, Junhui Hou, Yongqiang Dong, Yuheng Jia","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-06T13:25:39Z","title":"Mixed Blessing: Class-Wise Embedding guided Instance-Dependent Partial Label Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.05029","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:ffe37aae980cc72f856b7b80051c571722e64b5fd4655b2ae862f6ba34883413","target":"record","created_at":"2026-07-05T09:45:27Z","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":"a58ccf3bb1385bbd307ce68cc976b3c4065fb9941d4daed32402129a5be82e0c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-06T13:25:39Z","title_canon_sha256":"1cb8d12ae9e18dd53b1691d8eb1c91749002dd4498db46550a167f066d9f59d6"},"schema_version":"1.0","source":{"id":"2412.05029","kind":"arxiv","version":1}},"canonical_sha256":"989a8fecaeb1bcbb88f4554d6c7b144ca21ad319891e2b175cb8243139b83d90","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"989a8fecaeb1bcbb88f4554d6c7b144ca21ad319891e2b175cb8243139b83d90","first_computed_at":"2026-07-05T09:45:27.585115Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:27.585115Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1SG6T6iqU99NySHCNelx5QcqhRDBmZEsNsf5xUGoaxQ9az4BJ/aXU4B5u6ZvYKwxYuxL/0GjWaj3EPTjd4BVAA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:27.585589Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.05029","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ffe37aae980cc72f856b7b80051c571722e64b5fd4655b2ae862f6ba34883413","sha256:0e94aea03f83fc0d62e59b20e5156da4c840941102100b2d1b83ec23b45ad334"],"state_sha256":"b9b9ad897b33cfff54bda0e15b97712021f63a9f19085211007eb98de33197ea"}