{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:MNQD3T2ZBYK7YYFAIDTPZ76Q3W","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":"0f1973faf45d4b6f05a1947c502f144e622062797cce4e40d10d502dd39828de","cross_cats_sorted":["cs.LG","math.OC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2019-03-08T20:10:20Z","title_canon_sha256":"fd294a1e1044d12afb483f561a64eeefdffcc488cd5bc242ac95e3424238183b"},"schema_version":"1.0","source":{"id":"1903.03652","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1903.03652","created_at":"2026-05-17T23:51:41Z"},{"alias_kind":"arxiv_version","alias_value":"1903.03652v1","created_at":"2026-05-17T23:51:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1903.03652","created_at":"2026-05-17T23:51:41Z"},{"alias_kind":"pith_short_12","alias_value":"MNQD3T2ZBYK7","created_at":"2026-05-18T12:33:21Z"},{"alias_kind":"pith_short_16","alias_value":"MNQD3T2ZBYK7YYFA","created_at":"2026-05-18T12:33:21Z"},{"alias_kind":"pith_short_8","alias_value":"MNQD3T2Z","created_at":"2026-05-18T12:33:21Z"}],"graph_snapshots":[{"event_id":"sha256:ce29173a558009c3890a4ee1e1621b0f0de3a089e496383cd7ea18a441abb15d","target":"graph","created_at":"2026-05-17T23:51:41Z","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 this paper, we propose a deep learning based approach to design online power control policies for large EH networks, which are often intractable stochastic control problems. In the proposed approach, for a given EH network, the optimal online power control rule is learned by training a deep neural network (DNN), using the solution of offline policy design problem. Under the proposed scheme, in a given time slot, the transmit power is obtained by feeding the current system state to the trained DNN. Our results illustrate that the DNN based online power control scheme outperforms a Markov dec","authors_text":"Alessio Zappone, Merouane Debbah, Mohamad Assaad, Mohit K Sharma","cross_cats":["cs.LG","math.OC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2019-03-08T20:10:20Z","title":"Deep Learning Based Online Power Control for Large Energy Harvesting Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1903.03652","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:b423a37e5eb17a0ca43a64010d79007f7ea7f48e7547dc7f2e8da9c9dae74ecf","target":"record","created_at":"2026-05-17T23:51:41Z","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":"0f1973faf45d4b6f05a1947c502f144e622062797cce4e40d10d502dd39828de","cross_cats_sorted":["cs.LG","math.OC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2019-03-08T20:10:20Z","title_canon_sha256":"fd294a1e1044d12afb483f561a64eeefdffcc488cd5bc242ac95e3424238183b"},"schema_version":"1.0","source":{"id":"1903.03652","kind":"arxiv","version":1}},"canonical_sha256":"63603dcf590e15fc60a040e6fcffd0dd9ece8725a54883a04938090c3e114050","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"63603dcf590e15fc60a040e6fcffd0dd9ece8725a54883a04938090c3e114050","first_computed_at":"2026-05-17T23:51:41.379110Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:51:41.379110Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bmxMJDKTF1A6GbsUQB2OBWFDShGVCxRaAMAgfVbZWsuJsuKln2umSf9A5tSZQbmKTQ5rF27rRb59Law3OZvrCw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:51:41.379633Z","signed_message":"canonical_sha256_bytes"},"source_id":"1903.03652","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b423a37e5eb17a0ca43a64010d79007f7ea7f48e7547dc7f2e8da9c9dae74ecf","sha256:ce29173a558009c3890a4ee1e1621b0f0de3a089e496383cd7ea18a441abb15d"],"state_sha256":"3b58c2af7f8f94b2facd4a5010924e9cfe1e5d4927f5aa015161d7805a156aa4"}