{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:DB7L6CKQIITJWCZC5AEISMHZEX","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":"94bc6387319a79b7feab9e393a479c26b073c27138ed06493b370aa384d69cb4","cross_cats_sorted":["cs.AI","cs.GT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2017-02-22T22:34:57Z","title_canon_sha256":"f6270f4076d539bb0320bc044778a7f3a34df9edf65e1809946aaa18812f6b13"},"schema_version":"1.0","source":{"id":"1702.07031","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1702.07031","created_at":"2026-05-17T23:58:15Z"},{"alias_kind":"arxiv_version","alias_value":"1702.07031v2","created_at":"2026-05-17T23:58:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1702.07031","created_at":"2026-05-17T23:58:15Z"},{"alias_kind":"pith_short_12","alias_value":"DB7L6CKQIITJ","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"DB7L6CKQIITJWCZC","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"DB7L6CKQ","created_at":"2026-05-18T12:31:10Z"}],"graph_snapshots":[{"event_id":"sha256:df462e1a9d0fcc6c9dff1fcf94a148ec881f0bd479320be54ada5b601c16a676","target":"graph","created_at":"2026-05-17T23:58:15Z","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":"LTE in unlicensed spectrum using licensed assisted access LTE (LTE-LAA) is a promising approach to overcome the wireless spectrum scarcity. However, to reap the benefits of LTE-LAA, a fair coexistence mechanism with other incumbent WiFi deployments is required. In this paper, a novel deep learning approach is proposed for modeling the resource allocation problem of LTE-LAA small base stations (SBSs). The proposed approach enables multiple SBSs to proactively perform dynamic channel selection, carrier aggregation, and fractional spectrum access while guaranteeing fairness with existing WiFi net","authors_text":"Li Dong, Ursula Challita, Walid Saad","cross_cats":["cs.AI","cs.GT","math.IT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2017-02-22T22:34:57Z","title":"Proactive Resource Management for LTE in Unlicensed Spectrum: A Deep Learning Perspective"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1702.07031","kind":"arxiv","version":2},"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":"sha256:7f03fd3550939595973cc3d18007ccc051c6535e22a71c222c2ec1d38ae45c50","target":"record","created_at":"2026-05-17T23:58:15Z","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":"94bc6387319a79b7feab9e393a479c26b073c27138ed06493b370aa384d69cb4","cross_cats_sorted":["cs.AI","cs.GT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2017-02-22T22:34:57Z","title_canon_sha256":"f6270f4076d539bb0320bc044778a7f3a34df9edf65e1809946aaa18812f6b13"},"schema_version":"1.0","source":{"id":"1702.07031","kind":"arxiv","version":2}},"canonical_sha256":"187ebf095042269b0b22e8088930f925ed02e453f7957d7eb24d623a3646df9a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"187ebf095042269b0b22e8088930f925ed02e453f7957d7eb24d623a3646df9a","first_computed_at":"2026-05-17T23:58:15.080839Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:58:15.080839Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KjMOc7pid3eYwVuCz5h4HR0pB1ZKCvzXVNyry4hVS3UxbXk3xGhK5jxZAdbXx6EG42Io73D2961mLGZ1PwkaDQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:58:15.081385Z","signed_message":"canonical_sha256_bytes"},"source_id":"1702.07031","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7f03fd3550939595973cc3d18007ccc051c6535e22a71c222c2ec1d38ae45c50","sha256:df462e1a9d0fcc6c9dff1fcf94a148ec881f0bd479320be54ada5b601c16a676"],"state_sha256":"45f361698c281aa2bbf43a41fd79d5e648d8225fb31ece2b55e40e7217823870"}