{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:RKBNPXKSJMX35S5UI7WXFM5TX5","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":"0c893f14b461108b516144e0acf8b0e206b97925e01f99cbf1ec824bd6062b10","cross_cats_sorted":["cs.IR","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-04-17T01:58:17Z","title_canon_sha256":"2bba57f272694b50902ec0e1a17e4b8341c1739f00030296e3db40a11cd35f6c"},"schema_version":"1.0","source":{"id":"1904.08049","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1904.08049","created_at":"2026-05-17T23:48:18Z"},{"alias_kind":"arxiv_version","alias_value":"1904.08049v1","created_at":"2026-05-17T23:48:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.08049","created_at":"2026-05-17T23:48:18Z"},{"alias_kind":"pith_short_12","alias_value":"RKBNPXKSJMX3","created_at":"2026-05-18T12:33:27Z"},{"alias_kind":"pith_short_16","alias_value":"RKBNPXKSJMX35S5U","created_at":"2026-05-18T12:33:27Z"},{"alias_kind":"pith_short_8","alias_value":"RKBNPXKS","created_at":"2026-05-18T12:33:27Z"}],"graph_snapshots":[{"event_id":"sha256:130376d7e8f97d23aab319ccf01ab59ce031a2fe5a91f2f5f4a6011d8bd28620","target":"graph","created_at":"2026-05-17T23:48:18Z","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":"Multi-label classification (MLC) is the task of assigning a set of target labels for a given sample. Modeling the combinatorial label interactions in MLC has been a long-haul challenge. We propose Label Message Passing (LaMP) Neural Networks to efficiently model the joint prediction of multiple labels. LaMP treats labels as nodes on a label-interaction graph and computes the hidden representation of each label node conditioned on the input using attention-based neural message passing. Attention enables LaMP to assign different importance to neighbor nodes per label, learning how labels interac","authors_text":"Arshdeep Sekhon, Jack Lanchantin, Yanjun Qi","cross_cats":["cs.IR","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-04-17T01:58:17Z","title":"Neural Message Passing for Multi-Label Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.08049","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:ba2cf1b3b473b826806138af88bef70e6b94b48b6d44ceb0ec8921efcdb1a50f","target":"record","created_at":"2026-05-17T23:48:18Z","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":"0c893f14b461108b516144e0acf8b0e206b97925e01f99cbf1ec824bd6062b10","cross_cats_sorted":["cs.IR","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-04-17T01:58:17Z","title_canon_sha256":"2bba57f272694b50902ec0e1a17e4b8341c1739f00030296e3db40a11cd35f6c"},"schema_version":"1.0","source":{"id":"1904.08049","kind":"arxiv","version":1}},"canonical_sha256":"8a82d7dd524b2fbecbb447ed72b3b3bf6ae1cbe27d11c92c0657bdf85f5b269e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8a82d7dd524b2fbecbb447ed72b3b3bf6ae1cbe27d11c92c0657bdf85f5b269e","first_computed_at":"2026-05-17T23:48:18.929264Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:48:18.929264Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"063LXWmZ1Hen7u6hS8nJZzpyqEJIf3Ly/QVftxk2msSFNqbUqlvQO10kyDEOatUIN6uY8ARgnLH4wgOm0lsiAQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:48:18.929777Z","signed_message":"canonical_sha256_bytes"},"source_id":"1904.08049","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ba2cf1b3b473b826806138af88bef70e6b94b48b6d44ceb0ec8921efcdb1a50f","sha256:130376d7e8f97d23aab319ccf01ab59ce031a2fe5a91f2f5f4a6011d8bd28620"],"state_sha256":"2eaf4003f6cc7442fd0cf6a77faf549daaf638b82ad87a9122fc7cb9d972ebab"}