{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:G3VO254U2MTSNKYYXFMATPTHYF","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":"38b25a36fcaf69ddef1b74d57fb7f9a2e88518b1618fb23e1918be73e7f37db2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2025-08-20T17:54:43Z","title_canon_sha256":"e1c49c07697d02529d749402a2944a4390adf9ea9e60463200b55f0c2e702426"},"schema_version":"1.0","source":{"id":"2508.14884","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.14884","created_at":"2026-07-05T11:56:45Z"},{"alias_kind":"arxiv_version","alias_value":"2508.14884v1","created_at":"2026-07-05T11:56:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.14884","created_at":"2026-07-05T11:56:45Z"},{"alias_kind":"pith_short_12","alias_value":"G3VO254U2MTS","created_at":"2026-07-05T11:56:45Z"},{"alias_kind":"pith_short_16","alias_value":"G3VO254U2MTSNKYY","created_at":"2026-07-05T11:56:45Z"},{"alias_kind":"pith_short_8","alias_value":"G3VO254U","created_at":"2026-07-05T11:56:45Z"}],"graph_snapshots":[{"event_id":"sha256:ceccf3f350706e1f7c637fd0f9fc57d632509467b9cc033f17bc2f82b7b6629f","target":"graph","created_at":"2026-07-05T11:56:45Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2508.14884/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Routing in multi-hop wireless networks is a complex problem, especially in heterogeneous networks where multiple wireless communication technologies coexist. Reinforcement learning (RL) methods, such as Q-learning, have been introduced for decentralized routing by allowing nodes to make decisions based on local observations. However, Q-learning suffers from scalability issues and poor generalization due to the difficulty in managing the Q-table in large or dynamic network topologies, especially in heterogeneous networks (HetNets) with diverse channel characteristics. Thus, in this paper, we pr","authors_text":"Brian Kim, Fikadu T. Dagefu, Justin H. Kong, Terrence J. Moore","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2025-08-20T17:54:43Z","title":"Deep Reinforcement Learning Based Routing for Heterogeneous Multi-Hop Wireless Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.14884","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":"sha256:7e81fd43858d936916ff0100b7ddb593dfdc7776ca86d821c3dc16ee6089414b","target":"record","created_at":"2026-07-05T11:56:45Z","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":"38b25a36fcaf69ddef1b74d57fb7f9a2e88518b1618fb23e1918be73e7f37db2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SP","submitted_at":"2025-08-20T17:54:43Z","title_canon_sha256":"e1c49c07697d02529d749402a2944a4390adf9ea9e60463200b55f0c2e702426"},"schema_version":"1.0","source":{"id":"2508.14884","kind":"arxiv","version":1}},"canonical_sha256":"36eaed7794d32726ab18b95809be67c1764314d4676ac974b13a25720c6d18e4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"36eaed7794d32726ab18b95809be67c1764314d4676ac974b13a25720c6d18e4","first_computed_at":"2026-07-05T11:56:45.961559Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:56:45.961559Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LAhVhxtUqbzR4K5C5yAo8POiGtNBYMUJD4h9hJjujcHw3qxP7YWD2IWonP0fXwa5oo7coN8F3rxJg/eOmUr+Cw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:56:45.961951Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.14884","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7e81fd43858d936916ff0100b7ddb593dfdc7776ca86d821c3dc16ee6089414b","sha256:ceccf3f350706e1f7c637fd0f9fc57d632509467b9cc033f17bc2f82b7b6629f"],"state_sha256":"13c3106c4835e1e65010d3c40fb3d71c3d749622266f9854bab5faa4fa62897c"}