{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:3WMOHCSNV7TNZU7MRUX7HD6MFL","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":"7963b87fcbd67c41d0ebfc4c3d77609fee35aece6dc105cabdb88aad6854951f","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-04-19T07:12:29Z","title_canon_sha256":"2758c7ad5c516b1321248f58da3653eb742c48b18ce0cb3b6c4b4c45398a94f2"},"schema_version":"1.0","source":{"id":"1604.05449","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1604.05449","created_at":"2026-05-18T01:16:53Z"},{"alias_kind":"arxiv_version","alias_value":"1604.05449v1","created_at":"2026-05-18T01:16:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1604.05449","created_at":"2026-05-18T01:16:53Z"},{"alias_kind":"pith_short_12","alias_value":"3WMOHCSNV7TN","created_at":"2026-05-18T12:29:58Z"},{"alias_kind":"pith_short_16","alias_value":"3WMOHCSNV7TNZU7M","created_at":"2026-05-18T12:29:58Z"},{"alias_kind":"pith_short_8","alias_value":"3WMOHCSN","created_at":"2026-05-18T12:29:58Z"}],"graph_snapshots":[{"event_id":"sha256:c2f1aa88151863a1f8c258e58e5fa4aa2382c9d3f862f258dc987df0d187fcb0","target":"graph","created_at":"2026-05-18T01:16:53Z","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"},"paper":{"abstract_excerpt":"It is challenging to handle a large volume of labels in multi-label learning. However, existing approaches explicitly or implicitly assume that all the labels in the learning process are given, which could be easily violated in changing environments. In this paper, we define and study streaming label learning (SLL), i.e., labels are arrived on the fly, to model newly arrived labels with the help of the knowledge learned from past labels. The core of SLL is to explore and exploit the relationships between new labels and past labels and then inherit the relationship into hypotheses of labels to ","authors_text":"Chang Xu, Chao Xu, Dacheng Tao, Shan You, Yunhe Wang","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-04-19T07:12:29Z","title":"Streaming Label Learning for Modeling Labels on the Fly"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1604.05449","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:d8bc7be86a498f6995814cc0e5e4157444b5e24829f59ee04ecabbb03f709f8a","target":"record","created_at":"2026-05-18T01:16:53Z","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":"7963b87fcbd67c41d0ebfc4c3d77609fee35aece6dc105cabdb88aad6854951f","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2016-04-19T07:12:29Z","title_canon_sha256":"2758c7ad5c516b1321248f58da3653eb742c48b18ce0cb3b6c4b4c45398a94f2"},"schema_version":"1.0","source":{"id":"1604.05449","kind":"arxiv","version":1}},"canonical_sha256":"dd98e38a4dafe6dcd3ec8d2ff38fcc2af41e63ddefaafaa523ca4d6d4109153d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dd98e38a4dafe6dcd3ec8d2ff38fcc2af41e63ddefaafaa523ca4d6d4109153d","first_computed_at":"2026-05-18T01:16:53.910512Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:16:53.910512Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6M0q9iopKaRX2kBHPh2il61hCfciNfnjWBzXSRN1Ic0GalBQUtNrV6x+gRobNmuJXFQI7XTsv26SDbBf38CrCw==","signature_status":"signed_v1","signed_at":"2026-05-18T01:16:53.911068Z","signed_message":"canonical_sha256_bytes"},"source_id":"1604.05449","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d8bc7be86a498f6995814cc0e5e4157444b5e24829f59ee04ecabbb03f709f8a","sha256:c2f1aa88151863a1f8c258e58e5fa4aa2382c9d3f862f258dc987df0d187fcb0"],"state_sha256":"484e4d21f11d5abf35ebb92503f267dc77935060ca03e511105fe7b39e12c623"}