{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:FTKWUCQREZSWXF65ZNQV6SDOD6","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":"fab41e82029ca36d08be1cfd06a5c1d06cc6b7bc8e016b8b1e0f47b2f489cd66","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2013-09-22T20:24:50Z","title_canon_sha256":"d2ef1edd62686a880a802984197250d92a69e57c4803067d7a4591f61abf655d"},"schema_version":"1.0","source":{"id":"1309.5643","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1309.5643","created_at":"2026-05-18T02:32:14Z"},{"alias_kind":"arxiv_version","alias_value":"1309.5643v3","created_at":"2026-05-18T02:32:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1309.5643","created_at":"2026-05-18T02:32:14Z"},{"alias_kind":"pith_short_12","alias_value":"FTKWUCQREZSW","created_at":"2026-05-18T12:27:45Z"},{"alias_kind":"pith_short_16","alias_value":"FTKWUCQREZSWXF65","created_at":"2026-05-18T12:27:45Z"},{"alias_kind":"pith_short_8","alias_value":"FTKWUCQR","created_at":"2026-05-18T12:27:45Z"}],"graph_snapshots":[{"event_id":"sha256:3de9742d394480a5fa5e85bcbf7f4b972ae929f740473302b57e1bc75a7cea37","target":"graph","created_at":"2026-05-18T02:32:14Z","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":"Multiple instance learning (MIL) is concerned with learning from sets (bags) of objects (instances), where the individual instance labels are ambiguous. In this setting, supervised learning cannot be applied directly. Often, specialized MIL methods learn by making additional assumptions about the relationship of the bag labels and instance labels. Such assumptions may fit a particular dataset, but do not generalize to the whole range of MIL problems. Other MIL methods shift the focus of assumptions from the labels to the overall (dis)similarity of bags, and therefore learn from bags directly. ","authors_text":"David M. J. Tax, Marco Loog, Veronika Cheplygina","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2013-09-22T20:24:50Z","title":"Multiple Instance Learning with Bag Dissimilarities"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1309.5643","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":"sha256:6b20b8e0e760b1db7564b4f32a8102a3a67966500df338f6e210f287588e21ea","target":"record","created_at":"2026-05-18T02:32:14Z","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":"fab41e82029ca36d08be1cfd06a5c1d06cc6b7bc8e016b8b1e0f47b2f489cd66","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2013-09-22T20:24:50Z","title_canon_sha256":"d2ef1edd62686a880a802984197250d92a69e57c4803067d7a4591f61abf655d"},"schema_version":"1.0","source":{"id":"1309.5643","kind":"arxiv","version":3}},"canonical_sha256":"2cd56a0a1126656b97ddcb615f486e1f8f9cc8ad669f736fabea9ce7e1a29437","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2cd56a0a1126656b97ddcb615f486e1f8f9cc8ad669f736fabea9ce7e1a29437","first_computed_at":"2026-05-18T02:32:14.389197Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:32:14.389197Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"So2UN4efcCGGrmpYUrJxPFtj4YT+iUsPZV6i9pJl/Iw/Dzl92prYinBG/pvBEJugeLi45qZhtH/eTxu1wkLCBw==","signature_status":"signed_v1","signed_at":"2026-05-18T02:32:14.389953Z","signed_message":"canonical_sha256_bytes"},"source_id":"1309.5643","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6b20b8e0e760b1db7564b4f32a8102a3a67966500df338f6e210f287588e21ea","sha256:3de9742d394480a5fa5e85bcbf7f4b972ae929f740473302b57e1bc75a7cea37"],"state_sha256":"ce210f98c51960cf1de92e178fe01d01a310450b035e44b9fbcfecf67c698917"}