{"as_of":"2026-08-20T22:59:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:fd0d60fd18f4abb7eaed3bf426fda7c7e7e26643df57b9f05e309669c67be997","coverage":[{"denominator":40,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":40,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-02T04:32:19.203778Z","state":"measured"},{"denominator":40,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":40,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-20T06:33:59.587034+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/2607.13678/citation-record","integrity":"/paper/2607.13678/integrity","json":"/paper/2607.13678/citation-record.json","paper":"/paper/2607.13678"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:14.976838Z","title":"6g wavesfm: A foundation model for sensing, communication, and localization,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:14.976838Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:e8ecb2862259e37ba33b6072bc1a21624781478924bb5a4b49cd4275fb596cb2","observation_id":"cf817d89-5c9c-4bee-987a-c7c32d07a765","resolution":{"observed_at":"2026-08-02T04:32:14.976838Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:15.079873Z","title":"Survey of important issues in UA V communication networks,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.079873Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:6daa31c84d9119255d6a4f8d59cda421484007dfd6e138fa3b6961ba10cca9c4","observation_id":"1a860225-77be-41da-9ea1-0ab7b93eb672","resolution":{"observed_at":"2026-08-02T04:32:15.079873Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:15.231655Z","title":"A survey of sensors based autonomous unmanned aerial vehicle UA V localization techniques,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.231655Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:d030e3dd314a4c9082be63552be00a0a18c1d7ad6648028390e9cf936384f63d","observation_id":"976377f9-c4fb-4406-89d8-6713052e9048","resolution":{"observed_at":"2026-08-02T04:32:15.231655Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2509.11607","last_updated":"2026-04-15T05:47:25Z","snapshot_observed_at":"2026-07-06T22:29:58.066459Z","submitted_at":"2025-09-15T05:57:34Z","title":"Low-Altitude Wireless Networks: A Comprehensive Survey","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2509.11607","snapshot_observed_at":"2026-08-02T04:32:15.294690Z","title":"Low-altitude wireless networks: A comprehensive survey,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.294690Z"},"links":{"cited_paper":"/paper/2509.11607","citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:2f8d2ce4d8389415b09367908b42624db88076c28f79cd5b390fb21aa164372b","observation_id":"74483f22-6c23-438f-99b9-2910d1698424","resolution":{"observed_at":"2026-08-02T04:32:15.294690Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:15.332655Z","title":"A survey of channel modeling for UA V communications,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.332655Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:2d84c2ebae940f0bae2e3d85059ceb1cded97194ab8a76b7d7dcc684d54fa810","observation_id":"ce8d5fdf-8c26-4b5c-966d-7289dde6717d","resolution":{"observed_at":"2026-08-02T04:32:15.332655Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:15.504665Z","title":"UA V detection and tracking in urban en- vironments using passive sensors: A survey,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.504665Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:07ea4806fcea8f9c88ac597f18b98536a04112e3bee492a35b317663c59b8703","observation_id":"0437e3c7-4f6a-47ed-92ed-6c2c49fe30b1","resolution":{"observed_at":"2026-08-02T04:32:15.504665Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2504.07028","last_updated":"2025-04-09T16:43:59Z","snapshot_observed_at":"2026-08-18T13:55:45.144217Z","submitted_at":"2025-04-09T16:43:59Z","title":"UAV Position Estimation using a LiDAR-based 3D Object Detection Method","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2504.07028","snapshot_observed_at":"2026-08-02T04:32:15.621739Z","title":"UA V position estimation using a LiDAR- based 3d object detection method,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.621739Z"},"links":{"cited_paper":"/paper/2504.07028","citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:7c9fc42d3088219df7991a41cd280e6e0a5c51a02da96345e9c293554c5906cf","observation_id":"84cdf1d7-9ae6-4a6f-9979-49310f0b4dd3","resolution":{"observed_at":"2026-08-02T04:32:15.621739Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:15.753372Z","title":"Localization of unmanned aerial vehicles in corridor environments using deep learning,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.753372Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:e99e3bf7a9e938d07b57bed821c55c04fc9418d704f9cd7a284996ce55660e25","observation_id":"7f51f0ac-d8ca-4395-8c0b-de8362e0427b","resolution":{"observed_at":"2026-08-02T04:32:15.753372Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:15.907287Z","title":"CSI-based fingerprinting for indoor localization: A deep learning approach,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:15.907287Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:acd0482e02d60dab32c2f49125d83c807eff8a1f5b3516bef86a423178b5f052","observation_id":"d9aeb1da-dbc3-4336-ade7-9e5413b47d14","resolution":{"observed_at":"2026-08-02T04:32:15.907287Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:16.094038Z","title":"Towards real-world 6G drone communication: Position and camera aided beam prediction,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.094038Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:6054cdc7c79df9a275985910f8066b88190cc75ecda10a64a3fdb5d120c82839","observation_id":"41adee83-53df-4b1b-9c0d-0b631ecdca02","resolution":{"observed_at":"2026-08-02T04:32:16.094038Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:16.241677Z","title":"Machine learning on camera images for fast mmwave beamforming,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.241677Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:558a85381f9c331737661701862ada33db2631f7cebb827a3a3472096e99089c","observation_id":"0f1609ef-4407-4a6b-bf71-712cd5ee20cf","resolution":{"observed_at":"2026-08-02T04:32:16.241677Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2203.05548","last_updated":"2022-03-10T18:56:45Z","snapshot_observed_at":"2026-08-16T17:15:30.039308Z","submitted_at":"2022-03-10T18:56:45Z","title":"LiDAR Aided Future Beam Prediction in Real-World Millimeter Wave V2I Communications","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2203.05548","snapshot_observed_at":"2026-08-02T04:32:16.415102Z","title":"LiDAR aided future beam prediction in real-world millimeter wave V2I communications,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.415102Z"},"links":{"cited_paper":"/paper/2203.05548","citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:78e263a16fdcb00fed17ba934b50cc9af6537fbf110dd07da50f0c3b8dff2041","observation_id":"915f608e-fc55-4a0f-ab7f-19a0e8d7c791","resolution":{"observed_at":"2026-08-02T04:32:16.415102Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:16.588191Z","title":"Radar aided 6G beam prediction: Deep learning algorithms and real-world demonstration,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.588191Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:d071b50b5fc8ae0a446d95a0fc62ab2dc796b72dd0eb5f4474967c63e7f122f4","observation_id":"23bc1b54-c83c-4976-b336-9d29d03e7714","resolution":{"observed_at":"2026-08-02T04:32:16.588191Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:16.736218Z","title":"Deep learning-based channel prediction for TDD MIMO systems with imperfect channel reciprocity,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.736218Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:5c6cfb54f0097224411994809b04510de265dbfe891a81cac253256b50b1642f","observation_id":"a5b52ded-6a5a-4e8c-a9f7-93872621a9bb","resolution":{"observed_at":"2026-08-02T04:32:16.736218Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:16.850823Z","title":"Long short-term memory network for wireless channel prediction,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.850823Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:6416c20b40ba9f1a5979aeb713c8e20b471eff3abd00cc290e43cda76cd501f5","observation_id":"4e284fc6-878c-40df-9af9-edf9334fdfbb","resolution":{"observed_at":"2026-08-02T04:32:16.850823Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:16.988949Z","title":"Deepsense 6G: A large- scale real-world multi-modal sensing and communication dataset,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:16.988949Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:487ea9798f58a71e087253b6b22ad85c517a09fd8e65eed87197c3d0182d7feb","observation_id":"6c893996-d030-4110-b197-12fb72d6cdc9","resolution":{"observed_at":"2026-08-02T04:32:16.988949Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.105014Z","title":"Vision-position multi-modal beam prediction using real millimeter wave datasets,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.105014Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:87aab8cd625dcbfab6850eab45f59bbdc3385115f7ca31d104666424117bc510","observation_id":"5aa836d9-bfb4-4ee0-af9f-d56ba417cd40","resolution":{"observed_at":"2026-08-02T04:32:17.105014Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.234981Z","title":"Vision-assisted beam prediction for real world 6G drone communication,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.234981Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:21e7fb3924f6faf1d454a154963972f5db140c1a9fe03d0e80e696e95345b1e0","observation_id":"f0491570-b76b-4b0d-9848-0f915fd71bf8","resolution":{"observed_at":"2026-08-02T04:32:17.234981Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.412296Z","title":"Multimodal trans- formers for wireless communications: A case study in beam prediction,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.412296Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:7bff45354fdff2ac8058aa27e32725518286e0fae0f667d61cf9dfabfb8617ba","observation_id":"4611f2d3-7fdc-4ac9-98a5-19f415177509","resolution":{"observed_at":"2026-08-02T04:32:17.412296Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.586061Z","title":"Multi-modal sensing-assisted beam prediction using real-world dataset,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.586061Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:4393ad9f012f2608522053ad4e89c2cd8346263fce711bdf77202095cdddd654","observation_id":"bbf78f41-a5dd-4552-a932-a943c3d47460","resolution":{"observed_at":"2026-08-02T04:32:17.586061Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2506.14532","last_updated":"2025-06-17T13:58:36Z","snapshot_observed_at":"2026-08-20T07:46:24.274679Z","submitted_at":"2025-06-17T13:58:36Z","title":"M2BeamLLM: Multimodal Sensing-empowered mmWave Beam Prediction with Large Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.14532","snapshot_observed_at":"2026-08-02T04:32:17.700079Z","title":"M2BeamLLM: Multimodal sensing- empowered mmwave beam prediction with large language models,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.700079Z"},"links":{"cited_paper":"/paper/2506.14532","citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:e31d3b821e0e585626cd640a2859d5ad04df47d9874adfa52f43b20bc33bc554","observation_id":"757e0fba-c084-49f2-a905-49dd6ea45fc1","resolution":{"observed_at":"2026-08-02T04:32:17.700079Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.823836Z","title":"A novel multimodal fusion sensing-based channel prediction method for uav communications,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.823836Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:8c491207f7a76890ce01f22a6017092bc5c414c51f883840481791ffc46f6c07","observation_id":"712f674f-b9ea-490b-9f84-a79e3576669e","resolution":{"observed_at":"2026-08-02T04:32:17.823836Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.906042Z","title":"Language models are few-shot learners,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.906042Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:92d4ee05cb04e271f6946bf8a71a8069020479c0d5c37f3462e681ff0ddeaf85","observation_id":"1a277476-2969-4d8a-ac88-8c17038709dc","resolution":{"observed_at":"2026-08-02T04:32:17.906042Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:17.995751Z","title":"PaLM: Scaling language modeling with pathways,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:17.995751Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:c0c6bafff96bb03b7ba8d91f0994db51509d9d4d70aeaf56033c3aa51c24adef","observation_id":"19989b6d-dde2-47d5-812a-b81c64145240","resolution":{"observed_at":"2026-08-02T04:32:17.995751Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2302.13971","last_updated":"2023-02-27T17:11:15Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-02-27T17:11:15Z","title":"LLaMA: Open and Efficient Foundation Language Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2302.13971","snapshot_observed_at":"2026-08-02T04:32:18.069135Z","title":"LLaMA: Open and efficient foundation language models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.069135Z"},"links":{"cited_paper":"/paper/2302.13971","citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:c1b21b66bc9277243efa23e3f3befe066340b7b3c3a623a940135fd372d05798","observation_id":"3d58d5da-b406-4a86-a13f-782765127e84","resolution":{"observed_at":"2026-08-02T04:32:18.069135Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.147667Z","title":"TelecomGPT: A framework to build telecom-specific large language models,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.147667Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:863cb59c8f5cd62b2ae000af20e749c3cdc1741709f7b0cd5654773179dc704c","observation_id":"3c92bdf9-1ff9-4047-8b8a-898da5c56e4a","resolution":{"observed_at":"2026-08-02T04:32:18.147667Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.213901Z","title":"LLM4CP: adapting large language models for channel prediction,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.213901Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:3df96f2a0f6cf3d1c89cdf84aec5295642a21ca967b2dbb021e9099e69410ed8","observation_id":"ca847dfd-a2b0-4b06-8a0c-4af99ffc8132","resolution":{"observed_at":"2026-08-02T04:32:18.213901Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.275447Z","title":"LLM4WM: Adapting llm for wireless multi-tasking,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.275447Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:0ac3ec7142bad2cd5d8005799405fdc95b152d6ecb9e6c5fa10c48b3309c7e25","observation_id":"ae0c18a8-c131-4e51-90fb-665cf838202f","resolution":{"observed_at":"2026-08-02T04:32:18.275447Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.08872","last_updated":"2025-04-07T19:49:37Z","snapshot_observed_at":"2026-08-18T12:19:30.314420Z","submitted_at":"2024-11-13T18:51:10Z","title":"Large Wireless Model (LWM): A Foundation Model for Wireless Channels","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.08872","snapshot_observed_at":"2026-08-02T04:32:18.347217Z","title":"Large Wireless Model (LWM): A foundation model for wireless channels,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.347217Z"},"links":{"cited_paper":"/paper/2411.08872","citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:083f1a131f379381edfbd6c00e27a9780f903989b87c2c2e2a33f4a3dfcc6537","observation_id":"b9f472ba-fbcd-43b4-abea-d9f1aeaf9649","resolution":{"observed_at":"2026-08-02T04:32:18.347217Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.436311Z","title":"WiFo: wireless foundation model for channel prediction,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.436311Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:5c1b0097d098f061c7aaeb31db8b52d02040bd8e11c4213095f17221a1a3c008","observation_id":"d7db0501-1833-4309-9735-f596a58ddc51","resolution":{"observed_at":"2026-08-02T04:32:18.436311Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.496366Z","title":"AirFM-DDA: Air-interface foundation model in the delay-doppler-angle domain for AI-native 6G,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.496366Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:427bbe45471d8d3503ac016fd89df7a68f19d9d15e20e580d8e362ba26da3a29","observation_id":"9793833b-2c73-4cb1-8c55-1d86642fa11e","resolution":{"observed_at":"2026-08-02T04:32:18.496366Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.533725Z","title":"6G WavesFM: A foundation model for sensing, communication, and localization,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.533725Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:38b5e3877bddd7a80dc3e756d5831a04501e979dd2bfd4593b184bdcf0e63378","observation_id":"569199ee-7467-40d4-a471-56a44be609ea","resolution":{"observed_at":"2026-08-02T04:32:18.533725Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.590366Z","title":"A MIMO wireless channel foundation model via CIR-CSI consistency,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.590366Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:a7567636dd4eb072d96d70090b7639e123e226e4b27f5ae79f96c3e44de25371","observation_id":"f8e32599-8111-473a-b612-aa1376de02e6","resolution":{"observed_at":"2026-08-02T04:32:18.590366Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.655544Z","title":"MUSE-FM: Multi-task environment- aware foundation model for wireless communications,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.655544Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:163f641a60910e3ed55d244e76e0f7519472214b8321d4e96231ba9d6ca368e4","observation_id":"3c3463e8-97c7-4d6f-887f-2927be4c00ba","resolution":{"observed_at":"2026-08-02T04:32:18.655544Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.713241Z","title":"Multimodal mixture-of-experts for ISAC in low-altitude wireless networks,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.713241Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:e3028f1feba87035ce7a37132d45d169c5263043eaab4a007b58d77853a6165a","observation_id":"55be0124-6628-44eb-8951-07234cf1abb2","resolution":{"observed_at":"2026-08-02T04:32:18.713241Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.786837Z","title":"MultiMAE: Multi-modal multi-task masked autoencoders,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.786837Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:2334edf0ad6654789d9a4367e325da1bba6e8bb8de1fe97b5a837cd63c7b2c3e","observation_id":"ec772f45-9387-4e55-a464-437ecc43a145","resolution":{"observed_at":"2026-08-02T04:32:18.786837Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.855295Z","title":"Towards robust multimodal physio- logical foundation models: Handling arbitrary missing modalities,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.855295Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:712dc03b46a9a02b2e1f88fc2163be151777be1258a6b627719505bc42ba27fe","observation_id":"f34ad463-2fac-4ef7-8d27-50f6e5ab1bd4","resolution":{"observed_at":"2026-08-02T04:32:18.855295Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:18.971737Z","title":"X-Fi: A modality-invariant foundation model for multimodal human sensing,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:18.971737Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:fc4b0d10a0a2e121058a909c197c768981a375c581910112914e2193f16003f1","observation_id":"4ce1c6e6-17de-4cc4-9eec-ae46b41e3bf5","resolution":{"observed_at":"2026-08-02T04:32:18.971737Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:19.100883Z","title":"MobileNetV2: Inverted residuals and linear bottlenecks,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:19.100883Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:c457a6410531499569aed4cf380cf2255ff46de8d50cdcf3c4dfb374dd3ae356","observation_id":"cc272891-f0cf-4916-bc9e-64568b5d984d","resolution":{"observed_at":"2026-08-02T04:32:19.100883Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-02T04:32:19.203778Z","title":"Masked autoencoders for point cloud self-supervised learning,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-02T04:32:19.203778Z"},"links":{"citing_paper":"/paper/2607.13678"},"observation_digest":"sha256:b9fe72bbfecc24719da901f6ad8a80ad89235de1d28f3d811173117c3bf57170","observation_id":"c1eb02f2-0a2e-44ca-b725-59e38e72ac0b","resolution":{"observed_at":"2026-08-02T04:32:19.203778Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.13678","last_updated":"2026-07-15T10:21:46Z","latest_version":1,"primary_category":"eess.SP","snapshot_observed_at":"2026-08-20T07:39:56.794423Z","submitted_at":"2026-07-15T10:21:46Z","title":"M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing"},"reference_resolution":{"displayed":40,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":40,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":40},"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":"2026-08-20T06:33:59.587034+00:00","source":"crossref"},{"observed_at":"2026-08-20T06:33:54.927442+00:00","source":"retraction_watch"}],"thesis":"As of 20 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2607.13678."}