{"as_of":"2026-08-21T08:53:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:2acebb69ead499173cd8bed74091308be6dcc815b6a07b54fd963b9694b0049e","coverage":[{"denominator":21,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":21,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-15T15:21:19.666374Z","state":"measured"},{"denominator":21,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":21,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-21T06:32:19.484+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2608.00855/citation-record","integrity":"/paper/2608.00855/integrity","json":"/paper/2608.00855/citation-record.json","paper":"/paper/2608.00855"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:20.070417Z","title":"Personalized feder- ated learning-driven beamforming optimization for integrated sensing and communication systems,","venue":null,"work_id":"87621e5f-3421-47ff-b1b9-66cd940bcf57","year":2026},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.552167Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:56c30229c09bdeb65c5f9a7da9c5609137caeb2b4dc92d80f0af4fe3b5e7bc33","observation_id":"08f3f200-69ff-40c4-bad8-0fe631a0cbd7","resolution":{"observed_at":"2026-08-15T15:21:20.076473Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.558206Z","title":"Robust decentralized learning with local updates and gradient tracking,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.558206Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:db4fd3c3af1a9b95002983d9438ed81ee8572cdbd2b4aff375dc66577b88f8b8","observation_id":"f27be93c-21d9-43a1-ae3e-68248614d48a","resolution":{"observed_at":"2026-08-15T15:21:19.558206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:20.040409Z","title":"Delay opt. in hierarchical UA V-aided federated lea. for straggling IoT devices,","venue":null,"work_id":"9094296d-41d6-4017-b3ba-0a961eebeae4","year":2025},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.564641Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:99cc8a28335c568cf21e7569adaac18793242369fbadc2435611d4d97ead2157","observation_id":"b10b32d7-6db8-4e58-8cc0-ec349fd9cb56","resolution":{"observed_at":"2026-08-15T15:21:20.046278Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:20.021585Z","title":"pFedWN: A personalized feder- ated learning framework for D2D wireless networks with heterogeneous data,","venue":null,"work_id":"29ac4522-bb23-4348-ac38-ac4be52b0404","year":2026},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.570285Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:eebbc5142fc5dbdc7c747f443d46fcb41cc03b9c5d5ff3f7adf9fe598eba7af7","observation_id":"36a6dd3c-9607-44cd-85eb-977beb711908","resolution":{"observed_at":"2026-08-15T15:21:20.026329Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:20.005454Z","title":"Channel-aware distributed transmission control and video streaming in UA V networks,","venue":null,"work_id":"3f710722-f6e9-438f-a0e3-1caf55c3c647","year":2026},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.576457Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:dd150e795c29ecec458bd4c5e114589f4dff536f51b27ef97115da3adf4b05c5","observation_id":"0790e493-b612-4824-8996-11dcc40a6616","resolution":{"observed_at":"2026-08-15T15:21:20.010287Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.987547Z","title":"Communication-efficient learning of deep networks from decentralized data,","venue":null,"work_id":"4337e841-e5a9-4da6-a168-6a8828683fe7","year":2017},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.582900Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:c6b6df15ef8204496f2b62be4d212f24a4c53a38b2db7232164c490452071a90","observation_id":"e1fb11fa-2541-4feb-b1d1-f5b957ec1bbc","resolution":{"observed_at":"2026-08-15T15:21:19.993272Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.971605Z","title":"Scaffold: Stochastic controlled averaging for federated learning,","venue":null,"work_id":"1dc7ffde-e87c-4c87-8408-99c688eea3cf","year":2020},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.589733Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:ebe4df64399ac7851192751e8240b2bd3b4ed746929a5aee15c8cc091175dd75","observation_id":"7f2f43c1-deec-4879-9ed7-20be849ed4d9","resolution":{"observed_at":"2026-08-15T15:21:19.976783Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.955284Z","title":"Federated optimization in heterogeneous networks,","venue":null,"work_id":"ea978938-2157-4c65-804a-1e692ab86e39","year":2020},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.595617Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:231e07c1b01aef6b1070994759048029a859e21b99ec35cdfddbf01921ca7d6b","observation_id":"d2a64962-4205-4a75-b4bf-f1f3b942349a","resolution":{"observed_at":"2026-08-15T15:21:19.960047Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2405.03248","last_updated":"2024-05-06T08:00:43Z","snapshot_observed_at":"2026-08-19T16:51:50.734383Z","submitted_at":"2024-05-06T08:00:43Z","title":"Communication-Efficient Federated Learning with Adaptive Compression under Dynamic Bandwidth","version":1},"cited_work":{"arxiv_id":"2405.03248","doi":null,"metadata_source":"pith","pith_arxiv_id":"2405.03248","snapshot_observed_at":"2026-08-15T15:21:19.740870Z","title":"Communication-Efficient Federated Learning with Adaptive Compression under Dynamic Bandwidth","venue":"cs.LG","work_id":"1569ec5a-0456-42dd-a843-c4e0249ea319","year":2024},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.600632Z"},"links":{"cited_paper":"/paper/2405.03248","citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:6115fd0fed0d809c256b4223793c1bdc8366683777b9a32f5c7ae171aba20880","observation_id":"543a527f-38ab-45d9-8811-984c6c11b30d","resolution":{"observed_at":"2026-08-15T15:21:19.749709Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.938494Z","title":"Small-scale-fading-aware resource allo. in wireless federated lea","venue":null,"work_id":"da33cd46-3120-4681-a26b-d27799c24f6b","year":2025},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.607446Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:812cd5f92933865c03668a3f7804e2822f24ff7e2019bb91a4b760fddebbe394","observation_id":"a38f9387-c7f4-48e6-9c44-105dc0509c4b","resolution":{"observed_at":"2026-08-15T15:21:19.943650Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.921790Z","title":"Graph-based joint client clustering and resource allocation for wireless distributed learning: A new hierarchical federated learning framework with non-IID data,","venue":null,"work_id":"3aa28f9e-e778-4e01-9c97-67b2e364662e","year":2024},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.613658Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:081ad95da49b14d47bbbfe5a88e98a4f3bc45eed185263eaff3b3521cd94c3c2","observation_id":"8f0ed844-d3c4-4361-975a-2a9fd4e61b3c","resolution":{"observed_at":"2026-08-15T15:21:19.927369Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.905952Z","title":"Adaptive federated lea. over the air,","venue":null,"work_id":"c102db8b-455c-4303-8c55-0295c50dd31f","year":2025},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.618960Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:cb018efad3d5203d2053dc7be4cc8f10ba22751c42a0e5385ac3678eba4803d2","observation_id":"a7967a03-1882-4c46-beec-45e5931cb620","resolution":{"observed_at":"2026-08-15T15:21:19.910615Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.888284Z","title":"Federated learning via unmanned aerial vehicle,","venue":null,"work_id":"5be59bcc-62da-4275-a1c0-26367d6a64ae","year":2024},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.623667Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:bf08fd394d6632176714ee017cbfe035992ed122f4f7913b4a7cc31d5769444f","observation_id":"ad84560d-3c31-4289-987f-b667b083e6ee","resolution":{"observed_at":"2026-08-15T15:21:19.893829Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.870507Z","title":"Impact of an interfering node on unmanned aerial vehicle communications,","venue":null,"work_id":"9ba10042-ceb5-4c48-81f4-f214eed22329","year":2019},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.628492Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:820c7d004c44f084c093a153cbe4799b1c70518a6123230de14fbdeb466efd9e","observation_id":"a39d77df-f3a5-4552-bb39-26b4c4f88947","resolution":{"observed_at":"2026-08-15T15:21:19.876015Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.851110Z","title":"Performance analysis of RIS-assisted UA V communication in NOMA networks,","venue":null,"work_id":"a49d4c7b-00ba-4f86-a742-4c6b4b3a1b48","year":2026},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.633009Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:de28f467643a600b1851740ea52a606f495f91ba1ce517980d279f4970439257","observation_id":"9ddd52ee-283e-4bdf-baf0-3c8a5846031e","resolution":{"observed_at":"2026-08-15T15:21:19.856496Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.830878Z","title":"To transmit or not to trans- mit? distributed queueing games in infrastructureless wireless networks,","venue":null,"work_id":"946e08dd-2b7b-4d50-9b20-3d84e5c6b0dc","year":2016},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.637746Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:ba903fab532b91133068ccb140a6ea8f5783b830ae8cc52fdecd5b3dfe20e7b3","observation_id":"76acb8a8-17d7-4eea-a731-c912bba7597d","resolution":{"observed_at":"2026-08-15T15:21:19.836719Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.811701Z","title":"Optimal tradeoff between sum-rate efficiency and jain’s fairness index in resource allocation,","venue":null,"work_id":"a911ba97-a504-48ab-acbb-54af966aa741","year":2013},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.643279Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:afe267186a98a1e46c23fe37798958551081929d76e251060914711d466d3b60","observation_id":"c90c0b1f-e05e-4b49-8942-d91cbd53f44d","resolution":{"observed_at":"2026-08-15T15:21:19.817411Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.793698Z","title":"Distributed optimization and statistical learning via the alternating direction method of multipliers,","venue":null,"work_id":"2cc6702d-cb27-4988-ba76-1ec449b338d3","year":2011},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.648889Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:48bf70e6e315a6ba2eff543a34451bfdab0a2fc54347090f6d700c52186a47de","observation_id":"d557746e-ea30-48ea-b6e1-0cb50ddbe31e","resolution":{"observed_at":"2026-08-15T15:21:19.799212Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.654571Z","title":"Learning multiple layers of features from tiny images,","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.654571Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:2f3c169c0266d8559d4496a558e1e99be1fa157afb67a3ee8843cf7b8d35dc62","observation_id":"0c0f04d4-436a-430d-8e19-7d857ac4a100","resolution":{"observed_at":"2026-08-15T15:21:19.654571Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1812.07210","last_updated":"2019-01-08T16:01:46Z","snapshot_observed_at":"2026-08-14T17:42:03.696369Z","submitted_at":"2018-12-18T07:31:18Z","title":"Expanding the Reach of Federated Learning by Reducing Client Resource Requirements","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1812.07210","snapshot_observed_at":"2026-08-15T15:21:19.659819Z","title":"Expanding the reach of federated learning by reducing client resource requirements,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.659819Z"},"links":{"cited_paper":"/paper/1812.07210","citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:5dbf1eb3a8bea4de09483816d284eb4dfce8ea8d90588f198e43404128967fa6","observation_id":"d56ac993-6057-42ff-a063-1b800a62436a","resolution":{"observed_at":"2026-08-15T15:21:19.659819Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-15T15:21:19.762323Z","title":"Ensemble distillation for robust model fusion in federated learning,","venue":null,"work_id":"5429f390-fc23-42c2-85c3-6cc8de4d7eea","year":2020},"citing_paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-15T15:21:19.666374Z"},"links":{"citing_paper":"/paper/2608.00855"},"observation_digest":"sha256:e76df6e505e8566d8a6afe8f33e68d042b15a3d36ec6f7b658428a8021b18f5a","observation_id":"2794715d-8a34-4745-a14c-8d43bb82a9af","resolution":{"observed_at":"2026-08-15T15:21:19.767683Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2608.00855","last_updated":"2026-08-01T20:28:08Z","latest_version":1,"primary_category":"cs.IT","snapshot_observed_at":"2026-08-20T20:24:54.308393Z","submitted_at":"2026-08-01T20:28:08Z","title":"Partially-Observable Transmission Control for UAV-Enabled Federated Learning in IoT Networks"},"reference_resolution":{"displayed":21,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":3,"verified_exact":1,"verified_fuzzy":17},"total_outbound_references":21},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-21T06:32:19.484+00:00","source":"crossref"},{"observed_at":"2026-08-21T06:32:16.066871+00:00","source":"retraction_watch"}],"thesis":"As of 21 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.00855."}