{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:COAXNPD6OV65PD5TGUV5NQPCIR","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":"9a6f05e818e14214511e2b4949dd97e8571935f6476e5c51e8c753f050fff3f1","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-11-27T04:52:05Z","title_canon_sha256":"77fb36297dfc5c780a7787fa3fbb53f548efa1199290989800feae7b7a132100"},"schema_version":"1.0","source":{"id":"1711.09535","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.09535","created_at":"2026-05-18T00:08:36Z"},{"alias_kind":"arxiv_version","alias_value":"1711.09535v3","created_at":"2026-05-18T00:08:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.09535","created_at":"2026-05-18T00:08:36Z"},{"alias_kind":"pith_short_12","alias_value":"COAXNPD6OV65","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"COAXNPD6OV65PD5T","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"COAXNPD6","created_at":"2026-05-18T12:31:10Z"}],"graph_snapshots":[{"event_id":"sha256:ca815b79540a7c11c9afa2285d9f9a19743fd206b8ae5b23725d4e184949f120","target":"graph","created_at":"2026-05-18T00:08:36Z","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"},"paper":{"abstract_excerpt":"In this paper, we study the classification problem in which we have access to easily obtainable surrogate for true labels, namely complementary labels, which specify classes that observations do \\textbf{not} belong to. Let $Y$ and $\\bar{Y}$ be the true and complementary labels, respectively. We first model the annotation of complementary labels via transition probabilities $P(\\bar{Y}=i|Y=j), i\\neq j\\in\\{1,\\cdots,c\\}$, where $c$ is the number of classes. Previous methods implicitly assume that $P(\\bar{Y}=i|Y=j), \\forall i\\neq j$, are identical, which is not true in practice because humans are b","authors_text":"Dacheng Tao, Mingming Gong, Tongliang Liu, Xiyu Yu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-11-27T04:52:05Z","title":"Learning with Biased Complementary Labels"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.09535","kind":"arxiv","version":3},"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":"sha256:2fd6802e22e3fe38c0dc2df962768772e1cd9fd8403de8a57c09f85c27a214f6","target":"record","created_at":"2026-05-18T00:08:36Z","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":"9a6f05e818e14214511e2b4949dd97e8571935f6476e5c51e8c753f050fff3f1","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-11-27T04:52:05Z","title_canon_sha256":"77fb36297dfc5c780a7787fa3fbb53f548efa1199290989800feae7b7a132100"},"schema_version":"1.0","source":{"id":"1711.09535","kind":"arxiv","version":3}},"canonical_sha256":"138176bc7e757dd78fb3352bd6c1e24448971fefae0d332b34a88661ecaf8448","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"138176bc7e757dd78fb3352bd6c1e24448971fefae0d332b34a88661ecaf8448","first_computed_at":"2026-05-18T00:08:36.235749Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:08:36.235749Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HIiKYOt8IjgHXRlsYMiYAar8FtXncbKHa4XVDEX8xDWhXG3AHyoXLfm9sOh/F5GBr0SIhXQaxIsH+MTDuzOMBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:08:36.236483Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.09535","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2fd6802e22e3fe38c0dc2df962768772e1cd9fd8403de8a57c09f85c27a214f6","sha256:ca815b79540a7c11c9afa2285d9f9a19743fd206b8ae5b23725d4e184949f120"],"state_sha256":"e18b83bce30f3cbb351564c9358153b4a9289bc84ea22935d1c3813125a0a879"}