{"as_of":"2026-08-09T12:27:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:b561661c80d278b11627b5590882fdfa4d6231694516219b88f0f70a0fbcbb88","coverage":[{"denominator":38,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":38,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T18:40:42.052050Z","state":"measured"},{"denominator":38,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":38,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+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/2507.07637/citation-record","integrity":"/paper/2507.07637/integrity","json":"/paper/2507.07637/citation-record.json","paper":"/paper/2507.07637"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"1912.12115","last_updated":"2019-12-27T14:39:58Z","snapshot_observed_at":"2026-07-06T08:47:10.164127Z","submitted_at":"2019-12-27T14:39:58Z","title":"Split Learning for collaborative deep learning in healthcare","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1912.12115","snapshot_observed_at":"2026-08-06T18:40:39.197915Z","title":"Split learning for collaborative deep learning in healthcare,","venue":null,"work_id":null,"year":1912},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.197915Z"},"links":{"cited_paper":"/paper/1912.12115","citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:ef7992b7dde0cc6ece47965e19c1d11d823daf35b7e52f95a1ca98b9ce29d35a","observation_id":"09c078be-2510-42c1-907a-4cc454afa87d","resolution":{"observed_at":"2026-08-06T18:40:39.197915Z","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":"2026-08-06T18:40:48.315356Z","title":"Communication-Efficient Learning of Deep Networks from Decentralized Data,","venue":null,"work_id":"12f34292-0e87-4306-aa28-ee5c7638c54e","year":2017},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.282140Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:a8882b1aa7b47713fe84c5ed523a35033f93b57cee3b273a97ef7e5162c6154e","observation_id":"d20542d3-1aba-40b4-bc4d-15685587dc9a","resolution":{"observed_at":"2026-08-06T18:40:48.380757Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:39.333411Z","title":"Model inversion attacks that exploit confidence information and basic countermeasures,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.333411Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:2f06b8fb6116a393d9eae870dc714ffb12953b37996960200163d7275161269a","observation_id":"964c7703-0a5e-4e06-a04d-c6224d043686","resolution":{"observed_at":"2026-08-06T18:40:39.333411Z","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":"2026-08-06T18:40:39.425272Z","title":"Deep leakage from gradients,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.425272Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:5dcd485b2d97a885da053e1f8a8adb736fe724d56efcc373dbd107a39ac15945","observation_id":"79d97438-0d2e-44c0-b7ca-d57dd79133b8","resolution":{"observed_at":"2026-08-06T18:40:39.425272Z","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":"2026-08-06T18:40:48.224763Z","title":"Tackling the non-iid issue in heterogeneous federated learning by gradient harmonization,","venue":null,"work_id":"bcf1d12b-7ba3-4af6-96a7-c2cbc608fb80","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.549604Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:66ae4aa777fdaf2961ef4184c1cb9d928ab33d9c9064a71047683514e217d20f","observation_id":"0828f6b9-76fc-437c-88fd-2d7fc55dcdfe","resolution":{"observed_at":"2026-08-06T18:40:48.261772Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:48.013758Z","title":"Distributed learning of deep neural network over multiple agents,","venue":null,"work_id":"54a155e4-7e66-4c8a-ae3e-87fccf4b917e","year":2018},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.616713Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:7aefa7e5d6061dfe6baf3badfe951e0cebc3fd19cebee8fea82c82dab77d1604","observation_id":"a3add786-bd6b-45d5-9f7a-ea8acf255b4c","resolution":{"observed_at":"2026-08-06T18:40:48.147385Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:47.868215Z","title":"Privacy and efficiency of communications in federated split learning,","venue":null,"work_id":"43487a90-2cab-44d7-b4fc-9a63f4a469c4","year":2023},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.714698Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:1858f80d2e2bdc95691190c519741b1e5727af56a2f146d616201ac43cd0ef9d","observation_id":"14af1b82-848a-4fe9-966d-3048f91bef62","resolution":{"observed_at":"2026-08-06T18:40:47.947194Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:47.700904Z","title":"Data leakage threats and protection in split learning: A survey,","venue":null,"work_id":"d286db16-2846-48ac-8dd5-37472b539bc5","year":2023},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.815539Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:19495947e134255ee9da1e7ee13b0949f40cfdb01cb3bd28855a5d9f22caddf4","observation_id":"16686edc-58cf-4a56-9dea-40e36e5a862c","resolution":{"observed_at":"2026-08-06T18:40:47.795203Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:47.453181Z","title":"Splitfed: When federated learning meets split learning,","venue":null,"work_id":"c138f37b-88a6-4eec-b34f-dc62f79952a3","year":2022},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.883980Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:afb7cd1f9741568a6276126bc8b83fa63a9f43a6410b28053927f2049e4a44fe","observation_id":"df9ad6be-882f-4e21-b3ae-9bb9335c1445","resolution":{"observed_at":"2026-08-06T18:40:47.588609Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:47.281696Z","title":"Hyperledger fabric: a distributed operating system for permissioned blockchains,","venue":null,"work_id":"a92f978f-65a0-4e67-934c-c41a802e55ca","year":2018},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:39.997535Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:b0ec68bd731ce734ae64257063d968a25022bb370f0219517cc00780db385274","observation_id":"bb42c6b6-9b43-4194-bcf1-d7c76dd069dd","resolution":{"observed_at":"2026-08-06T18:40:47.365105Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:47.171566Z","title":"Blockchain support for verifiable split learning,","venue":null,"work_id":"80e687af-af01-4218-83ab-5fc2af8c2730","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.071260Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:65b7d3aa4994a41949a274c918fb13976bf865e635ad309719e80d1f8e93a466","observation_id":"c49af887-2cca-4200-acf6-7515bbe3f24f","resolution":{"observed_at":"2026-08-06T18:40:47.233027Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:46.962280Z","title":"Block-fest: A blockchain-based federated anomaly detection framework with computation offloading using transformers,","venue":null,"work_id":"a2b7503e-462a-46c1-b21a-49507bc7eeb0","year":2022},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.155844Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:be0c7382920f6e784274d444cd7c9b5cfcd84bdadf7eb5c84a0c006906e410eb","observation_id":"67119207-07f8-4095-a620-d5caa3b7ac21","resolution":{"observed_at":"2026-08-06T18:40:47.067131Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:40.205779Z","title":"Blockchain challenges and opportunities: A survey,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.205779Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:9330da0060ebc36bd28c31ecfbe36f31f60e7a41a4625b548ebc25c46eb56d1b","observation_id":"b8be0e4d-1023-4f87-bee5-5a80157583d3","resolution":{"observed_at":"2026-08-06T18:40:40.205779Z","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":"2026-08-06T18:40:46.755058Z","title":"Blockchain smart contracts: Applications, challenges, and future trends,","venue":null,"work_id":"7727c0bb-2644-4b11-b6d3-2356fefa5eb4","year":2021},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.304149Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:7089b4f4e0c8d0727e91996ea03bb301f3d8369e7ed097e70d4376d150be6b73","observation_id":"917a6208-bf30-4000-abef-9aeee4465068","resolution":{"observed_at":"2026-08-06T18:40:46.838675Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:46.569911Z","title":"Wait or not to wait: Evaluating trade-offs between speed and precision in blockchain- based federated aggregation,","venue":null,"work_id":"252ed596-36b7-4e61-8500-089d9786054c","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.375720Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:52e0ebc4f39508b6fb5ff8fda9f6d517127571e9a4f3fa45c762270779cf3690","observation_id":"677ed68f-91f2-4e68-b642-780bcbba261c","resolution":{"observed_at":"2026-08-06T18:40:46.665096Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:46.343100Z","title":"Advances and open problems in federated learning,","venue":null,"work_id":"30c602c3-5eca-4424-86d3-8c4f3d0c3cdb","year":2019},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.462660Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:d201da31f1de8a923a4e6a088984dcb250eee61243395d4229e2682267115059","observation_id":"6d7e0c74-afa6-46cf-acc5-5a7945caaeed","resolution":{"observed_at":"2026-08-06T18:40:46.473974Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:46.129792Z","title":"A transactional perspective on execute-order-validate blockchains,","venue":null,"work_id":"0118faf8-3f27-4f88-8590-91255b3341bb","year":2020},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.533152Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:8b2546ffadcd835ce16c2c8a24e5e82b340c9ab43269ffb9a4bb1d0592266b65","observation_id":"e5c49a76-1fd1-4288-989f-09fc776deb05","resolution":{"observed_at":"2026-08-06T18:40:46.218581Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:45.982615Z","title":"Private Data Collections,","venue":null,"work_id":"eba04a52-d9bb-4bd9-b725-4c1e10a0613d","year":2025},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.617869Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:1a61ff1b5b3bfe0a9e65923a450ca3f07beca8caea4c0e471bdba5fc2deda228","observation_id":"c691f8bd-6395-433b-b1ab-e3325575de9c","resolution":{"observed_at":"2026-08-06T18:40:46.064957Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:45.746160Z","title":"Split federated learning: Speed up model training in resource-limited wireless networks,","venue":null,"work_id":"ed22fade-034a-42e6-a250-c99514f7c9c1","year":2023},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.741531Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:6094264d8812732c5ee639c6579fb8a3723fadb029f1054a0c2ae4e56cce7719","observation_id":"be78354a-6f97-4344-bad2-7e0eec450ad6","resolution":{"observed_at":"2026-08-06T18:40:45.887733Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:45.533480Z","title":"Edge-assisted u-shaped split federated learning with privacy-preserving for internet of things,","venue":null,"work_id":"62c5f352-3c5a-4e96-87d0-44049e5b2b02","year":2025},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.823207Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:77eb970b413751b70fe6362798ba68203a9179698384267ebbbc6041bdffc57d","observation_id":"b2c62031-1005-40fa-b820-64c0285fad2d","resolution":{"observed_at":"2026-08-06T18:40:45.616954Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:45.270615Z","title":"Introducing edge intelligence to smart meters via federated split learning,","venue":null,"work_id":"df3477b7-7432-45af-8868-b57e4ce85c78","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.886831Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:d9434597cdefda63d16cc01010f1965363cbee85cebfb2701e11e9a818a26936","observation_id":"363fbda9-3142-40d6-b51a-d89309d01701","resolution":{"observed_at":"2026-08-06T18:40:45.410718Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:44.927598Z","title":"Eluding secure aggregation in federated learning via model inconsistency,","venue":null,"work_id":"8014ca03-83da-4448-84ed-c7274613e4eb","year":2022},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:40.945981Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:6b847e4c3cc5b6257f7805dae0f0db349eba77b7a991613bfce110977be7d75b","observation_id":"50801677-2fad-4f61-b097-fa7e65493a75","resolution":{"observed_at":"2026-08-06T18:40:45.079469Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:44.654315Z","title":"Can we use split learning on 1d cnn models for privacy preserving training?","venue":null,"work_id":"4413f872-e2d4-4ca6-8ab6-a97c4b21663a","year":2020},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.037071Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:16671aa0eeedf3732d07e4223ea7f78c741a5aa9ac77ec759cb9bf0d1d496429","observation_id":"95a528f8-68bf-41a4-80c0-ab6a5b71f096","resolution":{"observed_at":"2026-08-06T18:40:44.784035Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:44.451662Z","title":"Baffle: Blockchain based aggregator free federated learning,","venue":null,"work_id":"89864c50-b445-4550-a07f-dcb05c1e9b83","year":2020},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.111250Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:f867bc2f8bef539368410ca94f2a5ca4780012723b4626b602a0688179a8c6fb","observation_id":"ee630f78-3f2e-4e5e-b1ef-15c7bfb26115","resolution":{"observed_at":"2026-08-06T18:40:44.531553Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:44.281903Z","title":"Openfl: A scalable and secure decentralized federated learning system on the ethereum blockchain,","venue":null,"work_id":"95e29069-3d09-4d9b-8afd-e2f401f388c3","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.182894Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:4b29def0b298b0bb5e407363c3b8f92c8daac89685ea6c5196a9631083d5c8ca","observation_id":"e4b40865-3bd8-4494-aec4-a94732557d7b","resolution":{"observed_at":"2026-08-06T18:40:44.346868Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:44.030352Z","title":"Enhancing privacy preservation and trustworthiness for decentralized federated learning,","venue":null,"work_id":"cf062dd7-1e4b-42a5-8a28-e35c5a77e32a","year":2023},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.275552Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:408eec51cd298d54bdf1a02a3f6429c8c22594630006adb2a9cf99140a7d7f9d","observation_id":"5ceee37d-7fad-488d-afeb-5fc1d4ad06b7","resolution":{"observed_at":"2026-08-06T18:40:44.143157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:43.693198Z","title":"Proof-of-authority-based secure and efficient aggregation with differential privacy for federated learning in industrial iot,","venue":null,"work_id":"2b1e7003-40e7-49d6-92f9-a6982592f62a","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.342638Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:221b4d5a88872358fa6bfed80b0f81d5cfcb9c6d9bcc6fa4ae53fc8c6ed68fcb","observation_id":"828ce643-ad9b-4b8e-b06f-d16df51ea440","resolution":{"observed_at":"2026-08-06T18:40:43.860170Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:43.430830Z","title":"Federated learning optimization: A computational blockchain process with offloading analysis to enhance security,","venue":null,"work_id":"7b0f5507-9135-434a-8876-8448990bcc45","year":2023},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.402010Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:ae74bfe6cf9edf7e397d666b7664aa86e039712340d6539fe5efa95c911458d6","observation_id":"7b7291b9-b878-439d-87f3-fb2fc51b1e34","resolution":{"observed_at":"2026-08-06T18:40:43.556820Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:43.257400Z","title":"A systematic literature review on blockchain-based smart contracts: Platforms, applications, and challenges,","venue":null,"work_id":"ba69c53b-eafe-49b9-b47d-ad4be80f979b","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.466437Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:604c5c0213b622b7384558aae1e48a5810af94f6d4021cc13307b71f51578191","observation_id":"489a2e51-5d27-40ef-8866-9a9a3a09fe1b","resolution":{"observed_at":"2026-08-06T18:40:43.326906Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:43.071192Z","title":"Blockchain-based federated learning with homomorphic encryption for privacy-preserving healthcare data sharing,","venue":null,"work_id":"f85d68e9-20b0-4911-9e76-b11266707dc7","year":2025},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.526824Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:ed4c5feebc5a2cfb5cd4c598298d284aedc72a005a68f682ed608ae7d0ccd1b3","observation_id":"65be483f-0125-4c23-88aa-babb46f5eee0","resolution":{"observed_at":"2026-08-06T18:40:43.161330Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:42.934387Z","title":"A hyperledger fabric-based blockchain architecture to secure iot-based health monitoring systems,","venue":null,"work_id":"4eb4d214-8f6a-424b-ad97-0ecee9d1614c","year":2021},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.590054Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:ee02fb675e0cd08dc6d4f4676bd288378099c75797e52744618c04b2d4a094cd","observation_id":"717d5d9a-187a-45f8-bb70-26eeaf0269e8","resolution":{"observed_at":"2026-08-06T18:40:43.012356Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:42.721829Z","title":"A blockchain system for clustered federated learning with peer-to-peer knowledge transfer,","venue":null,"work_id":"efc5998e-7764-4413-ab70-74c1daa6a26b","year":2024},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.654837Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:684c14939a937ae08471fcd09e4233a9cad6e1e249e70cd46e6f03363947881c","observation_id":"50a51249-c99c-43eb-9992-1406984d5e99","resolution":{"observed_at":"2026-08-06T18:40:42.835622Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:42.536877Z","title":"Blockbench: A framework for analyzing private blockchains,","venue":null,"work_id":"335496eb-7331-43c5-9563-637f9355a6b3","year":2017},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.731305Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:8fb5d68176880c7c0fd90f2ca658300465d4de6b26085c0ecdd449698dc64751","observation_id":"74041358-34b7-4ef9-b0d5-5698386a8085","resolution":{"observed_at":"2026-08-06T18:40:42.634112Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:42.400497Z","title":"Latency performance modeling and analysis for hyperledger fabric blockchain network,","venue":null,"work_id":"2f3321db-cdfa-44e7-b0c4-7d01f10eb650","year":2021},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.779933Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:a2369c1652423e400dcc386ba149bf0d3d786c274a3503c559978b5e622c9c01","observation_id":"a154174b-955e-4e1e-9b2b-b721f3f4dc4b","resolution":{"observed_at":"2026-08-06T18:40:42.436754Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:42.279796Z","title":"Cifar-10 (canadian institute for advanced research),","venue":null,"work_id":"0ee83acd-6ea7-4ae6-92a7-d9c23173a380","year":null},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.841557Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:e398447ceeed555a2e36597d15cb2a076f0ed397ded4d7c802a0e1d0426af946","observation_id":"16acbafd-7a16-49d0-bd7a-b90ffa58fe75","resolution":{"observed_at":"2026-08-06T18:40:42.340442Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-06T18:40:41.994213Z","title":"The mnist database of handwritten digit images for machine learning research,","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.994213Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:a2a3537618f14a9707af323189a10b2629f21f4c1aaf10e9267d60f643d97dd4","observation_id":"04684565-f344-474e-9b1c-0a87a949115a","resolution":{"observed_at":"2026-08-06T18:40:41.994213Z","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":"2026-08-06T18:40:42.052050Z","title":"Deep residual learning for image recognition,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:42.052050Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:a2e8eea2040ef9b0194abe5b0233da6f5eb89bc64c7a9a105b07ba863c53ef5a","observation_id":"3e3cdec1-c092-42b3-8e41-ec2a3288cb42","resolution":{"observed_at":"2026-08-06T18:40:42.052050Z","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":"2026-08-06T18:40:42.172686Z","title":"Available: http://www.cs.toronto.edu/~kriz/cifar.html","venue":null,"work_id":"de45364b-4ba9-4c51-8370-a086802ff801","year":null},"citing_paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric","version":1},"reference_index":2010,"source":"pdf_text","source_observed_at":"2026-08-06T18:40:41.914008Z"},"links":{"citing_paper":"/paper/2507.07637"},"observation_digest":"sha256:cb8c3fa0d6b7bffce42594e96ea7b306110db6082c6197bd1aaab8ef06ba4bfa","observation_id":"f0e9d3a9-a299-468b-8121-b923d81bb708","resolution":{"observed_at":"2026-08-06T18:40:42.219003Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2507.07637","last_updated":"2025-07-10T11:06:25Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-06T18:33:55.210524Z","submitted_at":"2025-07-10T11:06:25Z","title":"HLF-FSL. A Decentralized Federated Split Learning Solution for IoT on Hyperledger Fabric"},"reference_resolution":{"displayed":38,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":6,"verified_exact":0,"verified_fuzzy":32},"total_outbound_references":38},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.07637."}