{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:AZOF36MN64UGHR7EY25DC4KQ2N","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":"1b6cbea84b555e1ce688583ab9eb7f94b7db2fc5e0d9123159e4b5ff950f93bc","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2018-08-03T03:16:49Z","title_canon_sha256":"e2a6211dce3dd929c79964e11aa8f1951f99c2301a9ea819af6190d3f33a798d"},"schema_version":"1.0","source":{"id":"1808.01075","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1808.01075","created_at":"2026-05-18T00:08:59Z"},{"alias_kind":"arxiv_version","alias_value":"1808.01075v1","created_at":"2026-05-18T00:08:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1808.01075","created_at":"2026-05-18T00:08:59Z"},{"alias_kind":"pith_short_12","alias_value":"AZOF36MN64UG","created_at":"2026-05-18T12:32:13Z"},{"alias_kind":"pith_short_16","alias_value":"AZOF36MN64UGHR7E","created_at":"2026-05-18T12:32:13Z"},{"alias_kind":"pith_short_8","alias_value":"AZOF36MN","created_at":"2026-05-18T12:32:13Z"}],"graph_snapshots":[{"event_id":"sha256:0e1a995a05e68167806ccaba993e5411e6e99d72025ea51f03db0e6d41363d88","target":"graph","created_at":"2026-05-18T00:08:59Z","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 the modern e-commerce, the behaviors of customers contain rich information, e.g., consumption habits, the dynamics of preferences. Recently, session-based recommendations are becoming popular to explore the temporal characteristics of customers' interactive behaviors. However, existing works mainly exploit the short-term behaviors without fully taking the customers' long-term stable preferences and evolutions into account. In this paper, we propose a novel Behavior-Intensive Neural Network (BINN) for next-item recommendation by incorporating both users' historical stable preferences and pre","authors_text":"Enhong Chen, Hongke Zhao, Qi Liu, Tao Mei, Zhenya Huang, Zhi Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2018-08-03T03:16:49Z","title":"Learning from History and Present: Next-item Recommendation via Discriminatively Exploiting User Behaviors"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1808.01075","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:be6cca47e8f2ac9ae6a1ac849e7f17e8f2aa2139660d61dc057cb5661179eff2","target":"record","created_at":"2026-05-18T00:08:59Z","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":"1b6cbea84b555e1ce688583ab9eb7f94b7db2fc5e0d9123159e4b5ff950f93bc","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2018-08-03T03:16:49Z","title_canon_sha256":"e2a6211dce3dd929c79964e11aa8f1951f99c2301a9ea819af6190d3f33a798d"},"schema_version":"1.0","source":{"id":"1808.01075","kind":"arxiv","version":1}},"canonical_sha256":"065c5df98df72863c7e4c6ba317150d369a96204f2cede496d001501d0ec4d80","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"065c5df98df72863c7e4c6ba317150d369a96204f2cede496d001501d0ec4d80","first_computed_at":"2026-05-18T00:08:59.116525Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:08:59.116525Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"o8ssRNDTg5pyzstbh9VHa1vPozGsDPNZvprDOSYoT8ET/ZPwTx221mIojWRhkNge90vg1DAy7gOOfMVkvPaODA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:08:59.117203Z","signed_message":"canonical_sha256_bytes"},"source_id":"1808.01075","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:be6cca47e8f2ac9ae6a1ac849e7f17e8f2aa2139660d61dc057cb5661179eff2","sha256:0e1a995a05e68167806ccaba993e5411e6e99d72025ea51f03db0e6d41363d88"],"state_sha256":"5c9f25533c3d9019d78c7718913a976111e4316bb1fb6ea0b9a08da1b497ca47"}