{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:5KOMXKDE5EPBPEZWOUFBMKNJ75","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":"b970626c3e1af798587f8a80c270539a5b2572bfcf1311cd23eabccd66d23c2d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-12-01T02:28:15Z","title_canon_sha256":"eec28df9c71381623156db96ad8e4761f9b1ecb9c57801b776652b82f238c18a"},"schema_version":"1.0","source":{"id":"1712.00162","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.00162","created_at":"2026-05-18T00:10:47Z"},{"alias_kind":"arxiv_version","alias_value":"1712.00162v2","created_at":"2026-05-18T00:10:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.00162","created_at":"2026-05-18T00:10:47Z"},{"alias_kind":"pith_short_12","alias_value":"5KOMXKDE5EPB","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_16","alias_value":"5KOMXKDE5EPBPEZW","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_8","alias_value":"5KOMXKDE","created_at":"2026-05-18T12:31:00Z"}],"graph_snapshots":[{"event_id":"sha256:6b070997b7cdca20b828170ae01080728ec1e93b1258ec3f1ea222f723757f84","target":"graph","created_at":"2026-05-18T00:10:47Z","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":"This paper investigates the use of deep reinforcement learning (DRL) in a MAC protocol for heterogeneous wireless networking referred to as Deep-reinforcement Learning Multiple Access (DLMA). The thrust of this work is partially inspired by the vision of DARPA SC2, a 3-year competition whereby competitors are to come up with a clean-slate design that \"best share spectrum with any network(s), in any environment, without prior knowledge, leveraging on machine-learning technique\". Specifically, this paper considers the problem of sharing time slots among a multiple of time-slotted networks that a","authors_text":"Soung Chang Liew, Taotao Wang, Yiding Yu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-12-01T02:28:15Z","title":"Deep-Reinforcement Learning Multiple Access for Heterogeneous Wireless Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.00162","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:bca3fad1a3a41642553bac56f75ac9d534620828155833c7b3840a94c62f2896","target":"record","created_at":"2026-05-18T00:10:47Z","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":"b970626c3e1af798587f8a80c270539a5b2572bfcf1311cd23eabccd66d23c2d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2017-12-01T02:28:15Z","title_canon_sha256":"eec28df9c71381623156db96ad8e4761f9b1ecb9c57801b776652b82f238c18a"},"schema_version":"1.0","source":{"id":"1712.00162","kind":"arxiv","version":2}},"canonical_sha256":"ea9ccba864e91e179336750a1629a9ff6e94a191859e7eb30cbef8c7044ab566","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ea9ccba864e91e179336750a1629a9ff6e94a191859e7eb30cbef8c7044ab566","first_computed_at":"2026-05-18T00:10:47.169675Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:10:47.169675Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"d/VA7bkEyDRjKBzubJ90xSuNn0B881ICKA75oqAcho0ceqOOLZkNMCDM6EVqEvK9j4cm3iLIADzb218SDyouDQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:10:47.170240Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.00162","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bca3fad1a3a41642553bac56f75ac9d534620828155833c7b3840a94c62f2896","sha256:6b070997b7cdca20b828170ae01080728ec1e93b1258ec3f1ea222f723757f84"],"state_sha256":"6ebba6db6ab436c8a354695b46f6fdbb2b20029fd3bd3c099f87588a7f18f84c"}