Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:20:19.665505Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2608.00872.
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 2026-08-15T15:20:19.665505Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5c33029c-f652-4965-9706-cc844151cb9b · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Machine learning for medical imaging: Methodological failures and recommendations for the future,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 49de4550-2b54-4446-9d28-54caa6249b7e · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Federated learning in medicine: Facilitating multi-institutional collaborations without sharing patient data,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4acfe611-ffe2-4a73-b674-f2a2c55259a1 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Advancing The Cancer Genome Atlas glioma MRI collections with expert segmentation labels and radiomic features,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ca9696b7-32ee-4969-9e25-39cda7974cd9 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Hipaa legislation means more delicate handling of data,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 755a64d0-f8b0-41fc-9c82-29b2a7a9277a · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Finnish perspective on using synthetic health data to protect privacy: The privasa project,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e5d594d6-eab3-450e-b9e3-e5ad1a36c31f · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Federated learning: A collaborative effort to achieve better medical imaging models for individual sites that have small labelled datasets,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation efaa4a60-594a-438a-a968-b7d00e5cd3f5 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Communication-efficient learning of deep networks from decentralized data,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 430f4384-6366-4a09-8c0d-0af98550c099 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Federated Learning with Matched Averaging
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebedf051-c943-40a5-b503-8a0e76e3e41c · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Regularized Weight Aggregation in Networked Federated Learning for Glioblastoma Segmentation
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e259250f-1402-4152-ae55-198418447b2a · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Federated Learning with Non-IID Data
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e368d0c2-ae50-4911-bd85-27e1a9b6b6af · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Advances and open problems in federated learning,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1ed2f215-8fc7-4a7d-aba0-126778973cb8 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation SCAFFOLD: Stochastic controlled averaging for federated learning,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 21b60cd9-a31d-47c3-b3f5-a7ffe8aef171 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Inverting Gradients -- How easy is it to break privacy in federated learning?
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 206da84c-f0cc-4881-961f-79470a0f77a0 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Membership Inference Attacks against Machine Learning Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37ee1fe2-b624-41f1-9e17-ecc7fcdd3204 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Privacy Preservation in Federated Learning: An insightful survey from the GDPR Perspective
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c65e2c0e-1607-4ad5-a8bd-222e201ec252 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 302fff22-437e-4c8e-a46d-b55c8e0b3a30 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Adap- tive weight aggregation in federated learning for brain tumor segmentation,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 440d4eae-e70b-4d42-acc5-46b9aa7ead9b · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Towards fair decentralized benchmarking of healthcare AI algorithms with the federated tumor segmentation (FeTS) challenge,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b7bcdf4c-7f1a-45cb-96c5-b928b967584f · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation The MICCAI federated tumor segmentation (FeTS) challenge 2024: Efficient and robust aggregation methods,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation eeb93644-4927-41e4-a4e1-e3e0935de6f8 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Openfl: An open-source framework for federated learning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6bade2e6-fcec-497e-95a0-8c277d37d710 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Federated optimization in heterogeneous networks,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41ff3fd0-250d-4e08-8959-8278193471cf · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Tackling the objective inconsistency problem in heterogeneous federated optimization,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2a032057-3326-47bc-8ce3-52f1192cf3a9 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Machine learning with adversaries: Byzantine tolerant gradient descent,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 39eb1133-9bb1-44b2-b4fc-2c5144d9bb68 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Byzantine-robust distributed learning: Towards optimal statistical rates,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 22fb0d82-6e39-422b-aeb0-83a8d335a82a · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Adap- tive weight aggregation in federated learning for brain tumor segmentation,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8d41719f-2902-4cb3-b293-842b6cd8714b · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Differential privacy,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 45eebd6e-f6d0-4daa-81eb-bf78ef07faf8 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation The algorithmic foundations of differential privacy,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98749908-8686-4339-81d5-471e38b05bec · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation A firm foundation for private data analysis,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fe66eb2b-a2a9-4edd-8f61-f2aa93762f69 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Deep learning with differential privacy,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a0909ac-6bc0-4dd0-91cd-54a913ef6125 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Differentially private federated learning: A client level perspective,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a8439e03-9baa-4f04-9106-7c226a76afb7 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Gaussian Differential Privacy
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dd69598-23be-426a-a5e2-374cd39e5ef1 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Rényi differential privacy,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 252146ce-e4b3-44fb-87eb-83b06bdad426 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Election of Collaborators via Reinforcement Learning for Federated Brain Tumor Segmentation
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4dec2255-d085-471e-b8da-c3830f9d7cd6 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Recommender Engine Driven Client Selection in Federated Brain Tumor Segmentation
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation de69b78c-f54c-4d54-9ef9-16f8b28eb2de · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Secure, privacy-preserving and federated machine learning in medical imaging,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fecc3c70-7d03-4798-9995-68ab11d12883 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation signsgd: Compressed optimisation for non-convex problems,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6225d3d2-4184-4855-9872-ef9f46f41f02 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Noisy signsgd is more differentially private than you (might) think,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 693795dd-c6fe-4f4b-903f-a81d8bafcafa · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Biomedical image analysis competitions: The state of current participation practice,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40b6ea73-49db-479c-b8d0-7a0748b1ad6b · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation The new WHO classification of brain tumours,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1b39c814-097c-4c83-8781-cff0f7290842 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Glioblastoma multiforme: A review of its epidemiology and pathogenesis through clinical presentation and treatment,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6d7af48d-705f-4b4f-ab7b-1b48cb57ec87 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Segmentation labels for the pre-operative scans of the TCGA-GBM collection,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3beba1a9-7f6a-4c86-b965-d46ce621cdaf · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation Segmentation labels for the pre-operative scans of the TCGA-LGG collection,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8d807d6d-86aa-4852-a98c-2a7cfb083e63 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation U-net: Convolutional networks for biomedical image segmentation,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7594e6b7-4450-4605-80aa-ad45aa220199 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation The federated tumor segmentation (FeTS) challenge 2022,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6cf8304a-ae7d-4052-9bfb-514822d8ed41 · outbound
Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation PrivacyFL: A simulator for privacy-preserving and secure federated learning
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.