{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:UPF63E3ZJGR5GEA6OOSU6CXVLS","short_pith_number":"pith:UPF63E3Z","schema_version":"1.0","canonical_sha256":"a3cbed937949a3d3101e73a54f0af55caaf3bc993ffbfba228223feb14d1e538","source":{"kind":"arxiv","id":"2511.05972","version":2},"attestation_state":"computed","paper":{"title":"DWM-RO: Decentralized World Models with Reasoning Offloading for SWIPT-enabled Satellite-Terrestrial HetNets","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.DC","authors_text":"Abbas Jamalipour, Guangyuan Liu, Jiawen Kang, Ping Zhang, Ruichen Zhang, Sumei Sun, Yinqiu Liu","submitted_at":"2025-11-08T11:28:58Z","abstract_excerpt":"Wireless networks are undergoing a paradigm shift toward massive connectivity with energy-efficient operation, driving the integration of satellite-terrestrial architectures with simultaneous wireless information and power transfer (SWIPT). Optimizing transmit beamforming and power splitting in such systems faces formidable challenges, e.g., time-varying channels and multi-tier interference, which create a complex decision landscape where conventional model-free multi-agent reinforcement learning (MARL) suffers from sample inefficiency due to rarely-encountered state transitions and poor coord"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2511.05972","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2025-11-08T11:28:58Z","cross_cats_sorted":[],"title_canon_sha256":"9875fd718299b00adbf40978c8af0ace71ba7bee4a9939bf3f923b1ef02a7c72","abstract_canon_sha256":"07fdcc2e8ad8ee76494f04f91d6db69311fbf10d46a322fbd80bdba80c33c615"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-09T01:05:10.378277Z","signature_b64":"Nb8ue5irFWcnKB1TGUA7ClDCHqOJq66rJCHjDVCpXOEHt32PrGLrb0wlgdJAw0+7aDFkTdEGMjl5BOcRrPY0AQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a3cbed937949a3d3101e73a54f0af55caaf3bc993ffbfba228223feb14d1e538","last_reissued_at":"2026-06-09T01:05:10.377758Z","signature_status":"signed_v1","first_computed_at":"2026-06-09T01:05:10.377758Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"DWM-RO: Decentralized World Models with Reasoning Offloading for SWIPT-enabled Satellite-Terrestrial HetNets","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.DC","authors_text":"Abbas Jamalipour, Guangyuan Liu, Jiawen Kang, Ping Zhang, Ruichen Zhang, Sumei Sun, Yinqiu Liu","submitted_at":"2025-11-08T11:28:58Z","abstract_excerpt":"Wireless networks are undergoing a paradigm shift toward massive connectivity with energy-efficient operation, driving the integration of satellite-terrestrial architectures with simultaneous wireless information and power transfer (SWIPT). Optimizing transmit beamforming and power splitting in such systems faces formidable challenges, e.g., time-varying channels and multi-tier interference, which create a complex decision landscape where conventional model-free multi-agent reinforcement learning (MARL) suffers from sample inefficiency due to rarely-encountered state transitions and poor coord"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.05972","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2511.05972/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2511.05972","created_at":"2026-06-09T01:05:10.377822+00:00"},{"alias_kind":"arxiv_version","alias_value":"2511.05972v2","created_at":"2026-06-09T01:05:10.377822+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.05972","created_at":"2026-06-09T01:05:10.377822+00:00"},{"alias_kind":"pith_short_12","alias_value":"UPF63E3ZJGR5","created_at":"2026-06-09T01:05:10.377822+00:00"},{"alias_kind":"pith_short_16","alias_value":"UPF63E3ZJGR5GEA6","created_at":"2026-06-09T01:05:10.377822+00:00"},{"alias_kind":"pith_short_8","alias_value":"UPF63E3Z","created_at":"2026-06-09T01:05:10.377822+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS","json":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS.json","graph_json":"https://pith.science/api/pith-number/UPF63E3ZJGR5GEA6OOSU6CXVLS/graph.json","events_json":"https://pith.science/api/pith-number/UPF63E3ZJGR5GEA6OOSU6CXVLS/events.json","paper":"https://pith.science/paper/UPF63E3Z"},"agent_actions":{"view_html":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS","download_json":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS.json","view_paper":"https://pith.science/paper/UPF63E3Z","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2511.05972&json=true","fetch_graph":"https://pith.science/api/pith-number/UPF63E3ZJGR5GEA6OOSU6CXVLS/graph.json","fetch_events":"https://pith.science/api/pith-number/UPF63E3ZJGR5GEA6OOSU6CXVLS/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS/action/timestamp_anchor","attest_storage":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS/action/storage_attestation","attest_author":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS/action/author_attestation","sign_citation":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS/action/citation_signature","submit_replication":"https://pith.science/pith/UPF63E3ZJGR5GEA6OOSU6CXVLS/action/replication_record"}},"created_at":"2026-06-09T01:05:10.377822+00:00","updated_at":"2026-06-09T01:05:10.377822+00:00"}