Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:54:43.254084Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2505.02540.
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 2026-08-16T00:54:43.254084Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 183f145c-8a7c-4d81-9e58-48aea7412971 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Optics: Ordering points to identify the clustering structure
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dc58d311-2720-4648-b851-cefcd2eb1309 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated Learning with Personalization Layers
Reference 2
Source-reported events for the cited work
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Observation d68c1921-470d-480f-bf0e-bfe827438b80 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Personalized and private peer-to-peer machine learning
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c719255-a291-4fa9-9d78-38f69e1746b2 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated learning with hierarchical clustering of local updates to improve training on non-IID data
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70cb0922-8db4-4c93-a07c-2ab376b2bffb · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data LEAF: A Benchmark for Federated Settings
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66a048d4-d628-4f13-970d-6c188989a045 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data On Bridging Generic and Personalized Federated Learning for Image Classification
Reference 6
Source-reported events for the cited work
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Observation acf46fb1-388d-4d5e-a802-0244935c130e · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated Learning Of Out-Of-Vocabulary Words
Reference 7
Source-reported events for the cited work
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Observation 24747508-75e6-49a0-bab5-841e9778c779 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Metafed: Federated learning among federations with cyclic knowledge distillation for personalized healthcare
Reference 8
Source-reported events for the cited work
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Observation 136d3a03-e1c7-4a1d-86ab-dc07d6261739 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data On robustness properties of convex risk minimization methods for pattern recognition
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 396572bd-6e4a-464a-a2ab-4a15fac0f14a · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Characterizations of an em- pirical influence function for detecting influential cases in regression
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e501f502-8f33-47b1-872c-88fa69529d6f · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Residuals and influence in regression
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a3cb3aa7-ceec-453f-b6a9-40c8285a7c06 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data H˚aler spr ˚aket together the Nordic countries? : a research report on young people’s f ¨ost˚aelse of Danish, Swedish and Norwegian
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 620bfa5d-887c-4ca7-81f5-75e74465146b · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Adaptive Personalized Federated Learning
Reference 13
Source-reported events for the cited work
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Observation ce2a18f5-68cf-4de7-99d6-dfca17cd016c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Flexible clustered federated learning for client-level data distribution shift
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 205271f9-83fb-44ac-8ba9-d8270ed0b63c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data An Efficient Framework for Clustered Federated Learning
Reference 15
Source-reported events for the cited work
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Observation 04737014-0efe-4982-98e3-c6b29dea5a6c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Adaptive aggregation weight assignment for federated learning: A deep reinforcement learning approach
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation faedee48-687f-4f39-a005-1f42c85a0992 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated Learning of a Mixture of Global and Local Models
Reference 17
Source-reported events for the cited work
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Observation 2c555337-0ae7-4c65-b596-9e7f521fdb4b · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated Learning for Mobile Keyboard Prediction
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84ce22e8-8631-49b3-8d6f-e27741b8f00a · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data FedML: A Research Library and Benchmark for Federated Machine Learning
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d13f332d-83f5-4d2a-9f4c-9e2d795cc056 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Deep residual learning for image recognition
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0219d137-04ac-4823-adad-cf9933ae727c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data The Non-IID Data Quagmire of Decentralized Machine Learning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf252536-4b28-4624-a006-eec06898d372 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4fd0991-006a-429a-9c20-a28d12d9b361 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Fedrep: Towards horizontal federated load forecasting for retail energy providers
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7a1f890-693c-450c-abf4-d47b2f84478d · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Advances and open problems in federated learning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3217b0af-7fbb-48d4-a9e8-cc6708e16a13 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Scaffold: Stochastic controlled averaging for federated learning
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23eb349e-2d55-4e71-9eab-4b5b970b1436 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Dynamic clustering in federated learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2fb3be4c-cda5-43c9-bd1f-38f87a5aa184 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Understanding black-box predictions via influence functions
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3e03b9dd-bf1f-4d5f-b7dd-bfddb60b4514 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Learning multiple layers of features from tiny images
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 91586036-4ae6-47ab-b68d-dc8499bcf326 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated learning with soft clustering
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 85c92832-7788-4187-af26-4c773229faf9 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data FedMD: Heterogenous Federated Learning via Model Distillation
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70ff0c42-a67d-463a-8cc0-78bd8df99822 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated optimization in heterogeneous networks
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0e953dc6-6942-4226-8f9a-df44de9f8c9d · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data FedBN: Federated Learning on Non-IID Features via Local Batch Normalization
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22b98632-2db3-4dea-a56a-c4592639e07b · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated learning in mobile edge networks: A comprehensive survey
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 80317022-6fa4-4749-ac2b-ce56b7f40c8c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Efficient approximation of cross-validation for kernel methods using bouligand influence function
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d6d245ef-1605-431b-93bc-68213a2ffe63 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Multi-center federated learning: clients clustering for better personalization
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4fd5535e-f640-410d-8eb6-3191ae8a4ab9 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Layer-wised model aggregation for personalized federated learning
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 82f8e919-73e1-45ab-a9b5-b5ed4bfdea6c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Three Approaches for Personalization with Applications to Federated Learning
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 557f8466-d986-4700-ae63-b138305bde55 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Communication-efficient learning of deep networks from decentralized data
Reference 38
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Unavailable: canonical work link unavailable.
Observation 5a649a68-df74-49a7-9a9c-a3cd662cad2c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data FedBABU: Towards Enhanced Representation for Federated Image Classification
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0ee47d7-b8e5-4ea7-8740-59195cbf90ec · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data A monolingual approach to contextualized word embeddings for mid- resource languages
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1456c77d-2bc0-45f4-b4e2-5a108f6a551f · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Clusterfl: A clustering-based federated learning system for human activity recognition
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0f317fa2-2e75-473e-b79d-7c18424b5f64 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Language models are unsupervised multitask learners
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94a74a04-893f-4da4-9d00-344c280c624c · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Lia: Privacy-preserving data quality evaluation in fed- erated learning using a lazy influence approximation
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation aaf9fe5a-d602-4856-8ce8-51172c6205cf · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Clustered federated learning: Model-agnostic distributed multitask optimization under privacy constraints
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a5e57082-a384-491a-9fb1-a6ded2e6f2b8 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Pefll: Per- sonalized federated learning by learning to learn
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5b156b11-83e8-4542-92dd-746b1edc7a0f · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Per- sonalized federated learning using hypernetworks
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cb21cc51-824c-4467-a8fc-aa5089fa7f2b · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated Multi-Task Learning
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2d5285fb-729d-4ba6-868a-e1736dbc34f6 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Personalized fed- erated learning with moreau envelopes
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4487a76b-2f20-4fe7-93aa-19f320ff9c88 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Towards personalized federated learning
Reference 49
Source-reported events for the cited work
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Observation 60ffb0f5-cd9c-4ed3-a842-999dad1d9ae9 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data FL-bench: A federated learning benchmark for solving image classification tasks
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1cc6f5d9-9bae-450c-b47e-85c610ae7409 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5794172c-d1be-4b72-974e-d71235a4c908 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Fedproto: Federated prototype learning across heterogeneous clients
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cd57195-544c-4bed-b0d1-51492170a32d · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Fuzzy clustered federated learning under mixed data distributions
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6e9a19f5-5ed2-407e-9ec6-74864aa592fb · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data A survey on distributed machine learning
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 970e2590-0d84-4938-a8b8-9344414c3c1b · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data A Field Guide to Federated Optimization
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 710b644e-43f0-4065-8287-68539cb93e71 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e287ece0-43bb-4e2f-9856-75df3f6336c8 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Personalized Federated Learning with Feature Alignment and Classifier Collaboration
Reference 57
Source-reported events for the cited work
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Observation b2519c50-c6e2-4fed-8007-390fafa89d90 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Toward understanding the influence of individual clients in federated learning
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5582166b-45b9-49e1-86d3-080fbeeb80dd · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated machine learning: Concept and applications
Reference 59
Source-reported events for the cited work
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Observation 88e6ca4e-47f6-46c6-9789-f0c83f967e76 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Fedap: Adaptive personaliza- tion in federated learning for non-iid data
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 785e0e0f-1453-4680-86d1-34811ab44770 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Personalized Federated Learning with First Order Model Optimization
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a22bda59-6b0b-49b1-ad06-65af9e070555 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Federated Learning with Non-IID Data
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8faf1a77-0535-442d-ba09-375462995036 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data Data-free knowledge distillation for heterogeneous federated learning
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 96d270d1-1880-45d2-849a-6e5bad773e13 · outbound
Lazy But Effective: Collaborative Personalized Federated Learning with Heterogeneous Data The record was previously connected to the following departments: Swedish (0101001)
Reference 2005
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.