Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:31:31.805869Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2507.15816.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:31:31.805869Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3673214b-1788-488c-a8e7-b2d2bdd18853 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Communication and storage efficient federated split learning,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 442e6550-b821-4fca-9485-de321a67b646 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Communication-efficient learning of deep networks from decentralized data,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d49ca24-71c3-40b1-a3f9-e83f8ddd96e0 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Distributed learning of deep neural network over multiple agents,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0117d263-5c8c-4a20-85ce-c124317ac7f4 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Split learning for health: Distributed deep learning without sharing raw patient data
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9e25195-2683-492f-b019-3ca50f502e95 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency SplitFed: When Federated Learning Meets Split Learning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bc664e1-4517-4de7-a8e5-0e6c4ab8e529 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Fedsl: Federated split learning on distributed sequential data in recurrent neural networks,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 797fdb69-b123-4cf0-9fbf-b17057d5e5c4 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Group knowledge transfer: Federated learning of large cnns at the edge,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 55a73cbf-e957-4b31-9ddb-6a3d9d552e1f · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Accelerating federated learning with split learning on locally generated losses,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5992a721-91ce-4641-b99e-a44a0103c62e · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Federated Optimization: Distributed Machine Learning for On-Device Intelligence
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5f0b2b9-d232-4453-a0e4-bccff93d0b6d · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Federated learning: Challenges, methods, and future directions,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cd91ac6-feb8-4471-aa4c-d2ba07f6a7c3 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Advances and Open Problems in Federated Learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24b9d6d5-9bf0-416b-92fd-a0f0f37e0975 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Deep Gradient Compression: Reducing the Communication Bandwidth for Distributed Training
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d2bd1d5-00c1-420b-bf8a-4645905cecd1 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Acceleration for Compressed Gradient Descent in Distributed and Federated Optimization
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 35667cd2-5059-4254-a443-b4936c4e72c2 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Atomo: Communication-efficient learning via atomic spar- sification,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ed330307-a2c2-41e4-9b66-c92f11dd83f6 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Error feedback fixes SignSGD and other gradient compression schemes,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8f4ccd34-9286-45c3-b901-01b3e4804423 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Federated learning with heterogeneous quantization bit allocation and aggregation for Internet of Things,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d431addf-29db-43ff-ada5-dc32b03bfd32 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Design and analysis of uplink and downlink communications for federated learning,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 47257648-2e41-49d7-a21b-b7fcc821a8fa · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Dynamic aggregation for heterogeneous quantization in federated learning,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cae96752-393e-4cab-8eed-88ce6997b54d · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Joint optimal quantization and aggregation of federated learning scheme in V ANETs,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5a485cd0-e24a-4fb0-9359-8630a2fa7485 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Resource rationing for wireless federated learning: Concept, benefits, and challenges,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b495be51-b943-4a60-8dce-5c0cce0702bb · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Random orthogonalization for federated learning in massive MIMO systems,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9df4523f-4fb7-4974-a223-efe34d38c644 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Efficient Model Compression for Hierarchical Federated Learning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ce1660ea-acea-418e-8a71-21968b30a7dc · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Fedsl: A communication-efficient federated learning with split layer aggregation,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ea539953-e818-4e29-ae64-0be54673eef5 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Can we use split learning on 1d cnn models for privacy preserving training?
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7f7162c7-f3ad-4b86-a0b5-73fc4831ab5a · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Split Learning for collaborative deep learning in healthcare
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a5ac1d3-8d2b-48aa-aa3b-524d64db3db3 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Multiple classification with split learning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 63001a36-9c35-4562-a6b3-ee6ce4191f6e · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Unleashing the tiger: Inference attacks on split learning,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 918e53d3-134a-4e5c-ab5f-8d41307fc5db · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Neural compression and filtering for edge-assisted real-time object detection in challenged networks,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 29c7be52-f865-429a-ad36-a76bea36e816 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Spliteasy: A practical approach for training ml models on mobile devices,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 55673e59-85d5-4399-8ab4-63e77763d734 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14eae9eb-b234-4be1-8b8c-f0bf79e4aa9a · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Detailed comparison of communication efficiency of split learning and federated learning
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b8f5396-8eee-4b48-8848-1be8e3c70283 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Learning the optimal partition for collaborative dnn training with privacy requirements,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cd29828a-d0cc-48cf-86b7-6b6d2d396b55 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Hivemind: Towards cellular native machine learning model splitting,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cd848faf-3f73-4685-bb34-d6e54c1b9c59 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 937ca8c8-a762-4f06-8fcc-95cdada5d080 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Dfl: Dynamic federated split learning in heterogeneous iot,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c219c372-28ee-4367-a207-315e37d0de90 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Privacy and efficiency of communications in federated split learning,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0f5486a-2ec3-4906-9c87-18c6c6a891b8 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Exploring the privacy-energy consumption tradeoff for split federated learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b980e361-cf77-444d-acc1-ad6adc74842d · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Optimizing privacy and latency tradeoffs in split federated learn- ing over wireless networks,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e711d471-23dc-4d6a-b0f0-8c0ad62e25ba · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Ppsfl: Privacy-preserving split federated learning for heterogeneous data in edge-based internet of things,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1c1cd3f2-e448-43f7-a4cc-6615cdacc140 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Efficient parallel split learning over resource-constrained wireless edge networks,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a84ada9f-5560-4492-a03f-8145617bff43 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Esfl: Ef- ficient split federated learning over resource-constrained heterogeneous wireless devices,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f62e5c70-4a0a-4252-82af-9ff7df807ced · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Communication-efficient split learning via adaptive feature-wise compression,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b94c132f-6d8a-4c3e-9631-42bc187f8a04 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Asynchronous federated learning over wireless communication networks,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dfb604be-e2c8-46a3-b535-332f243f117c · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Efficient asyn- chronous federated learning with prospective momentum aggregation and fine-grained correction,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 99739ddc-46f2-4b78-b1ca-46532d1ff542 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Energy-efficient dynamic asynchronous federated learning in mobile edge computing net- works,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 73467950-d258-4626-9d91-6afc2c4cb476 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Digital twin enabled asynchronous splitfed learning in e-healthcare systems,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c12be80c-f449-40fb-86fa-e906aa189c7d · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Semi-asynchronous federated split learning for computing-limited devices in wireless net- works,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 959bbe40-5714-416f-a815-2d74011177b1 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Boyd and L
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1243617b-0a7a-43ef-a2f9-ac4f2e32830a · outbound
Federated Split Learning with Improved Communication and Storage Efficiency On the convergence of FedAvg on non-IID data,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8b0ec602-5453-41d7-b49e-cf8f3ce6867d · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Federated learning over noisy channels: Con- vergence analysis and design examples,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 12fbad7e-5127-4872-a542-6661ce567e96 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency On the convergence of hybrid server- clients collaborative training,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 594fcb37-b081-4988-9221-4f2a4a9c7129 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Decoupled greedy learning of cnns,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b2172053-613c-4581-bf76-821c5b53d98f · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Learning multiple layers of features from tiny images,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4eb03127-bd08-4be2-9db7-884ab67dcad5 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency LEAF: A Benchmark for Federated Settings
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d02c7dcf-c507-4303-ab5f-04e42a108eb7 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency On the difficulty of training recurrent neural networks,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4cd033ef-9207-4761-86bb-fcedb647ab81 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency Adaptive federated optimization,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 749f16ff-90ae-4094-9a82-a4c436066306 · outbound
Federated Split Learning with Improved Communication and Storage Efficiency (46) where the last inequality holds because n2 nX i=1 E h ∇Fs(xt+1 s,i ) 2i ≥ nX i=1 i iX j=1 E h ∇Fs(xt+1 s,j ) 2i
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.