{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:VRFRTQHWB3P23MO7JHUR275O5Z","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":"85f8bbcb9a942d345e78d2290d40ae8bde54344e245d7b42c474a471fc2d180b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2014-11-20T13:44:38Z","title_canon_sha256":"33bd5f58e48d088a8f4302e9e920f1cfbef9cb17d95947a29fa31003d489e368"},"schema_version":"1.0","source":{"id":"1411.5548","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1411.5548","created_at":"2026-05-18T02:33:24Z"},{"alias_kind":"arxiv_version","alias_value":"1411.5548v1","created_at":"2026-05-18T02:33:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1411.5548","created_at":"2026-05-18T02:33:24Z"},{"alias_kind":"pith_short_12","alias_value":"VRFRTQHWB3P2","created_at":"2026-05-18T12:28:54Z"},{"alias_kind":"pith_short_16","alias_value":"VRFRTQHWB3P23MO7","created_at":"2026-05-18T12:28:54Z"},{"alias_kind":"pith_short_8","alias_value":"VRFRTQHW","created_at":"2026-05-18T12:28:54Z"}],"graph_snapshots":[{"event_id":"sha256:3e5688b616bd6199502ac772684da7cc30b879b79fbdb06c5a0081030175db30","target":"graph","created_at":"2026-05-18T02:33:24Z","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 article, we focus on inter-cell interference coordination (ICIC) techniques in heterogeneous network (Het-Net) deployments, whereby macro- and picocells autonomously optimize their downlink transmissions, with loose coordination. We model this strategic coexistence as a multi-agent system, aiming at joint interference management and cell association. Using tools from Reinforcement Learning (RL), agents (i.e., macro- and picocells) sense their environment, and self-adapt based on local information so as to maximize their network performance. Specifically, we explore both time- and frequ","authors_text":"Ismail Guvenc, Mehdi Bennis, Meryem Simsek","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2014-11-20T13:44:38Z","title":"Learning Based Frequency- and Time-Domain Inter-Cell Interference Coordination in HetNets"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1411.5548","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":"sha256:8ecfe2ab4b868143aeb45e8bd6d21d61ab30496c5456442a475fab9c5a7fbdfa","target":"record","created_at":"2026-05-18T02:33:24Z","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":"85f8bbcb9a942d345e78d2290d40ae8bde54344e245d7b42c474a471fc2d180b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2014-11-20T13:44:38Z","title_canon_sha256":"33bd5f58e48d088a8f4302e9e920f1cfbef9cb17d95947a29fa31003d489e368"},"schema_version":"1.0","source":{"id":"1411.5548","kind":"arxiv","version":1}},"canonical_sha256":"ac4b19c0f60edfadb1df49e91d7faeee6b448e20c23cb582add7df956fe82014","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ac4b19c0f60edfadb1df49e91d7faeee6b448e20c23cb582add7df956fe82014","first_computed_at":"2026-05-18T02:33:24.379158Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:33:24.379158Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OtrWDl69qvKatmYJ+imlxoywbLDMs3IzlhDfJbAQToik4UplNfHyarKMWKmSKQ5Oux91IF5byWCdM+oLoLc6Ag==","signature_status":"signed_v1","signed_at":"2026-05-18T02:33:24.379568Z","signed_message":"canonical_sha256_bytes"},"source_id":"1411.5548","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8ecfe2ab4b868143aeb45e8bd6d21d61ab30496c5456442a475fab9c5a7fbdfa","sha256:3e5688b616bd6199502ac772684da7cc30b879b79fbdb06c5a0081030175db30"],"state_sha256":"f56c435003428d30dccacf64b39b819629c02d23553b29b17e8f2af6a748bcb9"}