{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2010:NH3N5QVVMHNXTKWV4ZBLOA2AGP","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":"408a90d79b54927b3798426eeab238f5dad08f1f3d3056b0b0eff0b8cf5f7be3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2010-09-29T05:23:20Z","title_canon_sha256":"9392277550420e0c9524542c5bd53e5e08d9a0a1b13ce4bfdbdbacc7eb1b518c"},"schema_version":"1.0","source":{"id":"1009.5773","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1009.5773","created_at":"2026-05-18T00:47:53Z"},{"alias_kind":"arxiv_version","alias_value":"1009.5773v4","created_at":"2026-05-18T00:47:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1009.5773","created_at":"2026-05-18T00:47:53Z"},{"alias_kind":"pith_short_12","alias_value":"NH3N5QVVMHNX","created_at":"2026-05-18T12:26:10Z"},{"alias_kind":"pith_short_16","alias_value":"NH3N5QVVMHNXTKWV","created_at":"2026-05-18T12:26:10Z"},{"alias_kind":"pith_short_8","alias_value":"NH3N5QVV","created_at":"2026-05-18T12:26:10Z"}],"graph_snapshots":[{"event_id":"sha256:a01eec8b85fb3327b6e7415db2802c81fb472783ba0a04671a32e3c09e814dd9","target":"graph","created_at":"2026-05-18T00:47:53Z","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":"We consider the problem of energy-efficient point-to-point transmission of delay-sensitive data (e.g. multimedia data) over a fading channel. Existing research on this topic utilizes either physical-layer centric solutions, namely power-control and adaptive modulation and coding (AMC), or system-level solutions based on dynamic power management (DPM); however, there is currently no rigorous and unified framework for simultaneously utilizing both physical-layer centric and system-level techniques to achieve the minimum possible energy consumption, under delay constraints, in the presence of sto","authors_text":"Mihaela van der Schaar, Nicholas Mastronarde","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2010-09-29T05:23:20Z","title":"Fast Reinforcement Learning for Energy-Efficient Wireless Communications"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1009.5773","kind":"arxiv","version":4},"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:f0922f6229139ea5073cedd4bd099455c7932598c7d2ea87b9242221ac14cee9","target":"record","created_at":"2026-05-18T00:47:53Z","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":"408a90d79b54927b3798426eeab238f5dad08f1f3d3056b0b0eff0b8cf5f7be3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2010-09-29T05:23:20Z","title_canon_sha256":"9392277550420e0c9524542c5bd53e5e08d9a0a1b13ce4bfdbdbacc7eb1b518c"},"schema_version":"1.0","source":{"id":"1009.5773","kind":"arxiv","version":4}},"canonical_sha256":"69f6dec2b561db79aad5e642b7034033df9a006a0e2e9f936cc3685f2bd5a426","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"69f6dec2b561db79aad5e642b7034033df9a006a0e2e9f936cc3685f2bd5a426","first_computed_at":"2026-05-18T00:47:53.882877Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:47:53.882877Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tSdEq8MBVqvR8y+oc2XwPB1/HkyCcS8IEXeco43kdDbjIrnK3+cbseigsRxDz5bgAZ9tJoZxA/yks1CJRHDeDg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:47:53.883571Z","signed_message":"canonical_sha256_bytes"},"source_id":"1009.5773","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f0922f6229139ea5073cedd4bd099455c7932598c7d2ea87b9242221ac14cee9","sha256:a01eec8b85fb3327b6e7415db2802c81fb472783ba0a04671a32e3c09e814dd9"],"state_sha256":"af992a381fb28dcef0bab370741b1343b69e32088cefa8be9e296fdd7ce8b027"}