Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T02:54:04.303701Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2607.14205.
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 2026-08-02T02:54:04.303701Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3a15211c-2686-45de-ae3e-db33aa989642 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks The effect of clinical information on radiology reporting: A systematic review
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b5b491c-6984-4a5f-8d33-17aab07b3d03 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Large language models in medicine
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 770c787c-d3dc-4733-9b18-a18c880d328b · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Improving language understanding by generative pre-training
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6166fded-c395-453b-af47-6f2997266cff · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Revolutionizing radiology with GPT-based models: current ap- plications, future possibilities and limitations of ChatGPT
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f1f4ce7-227c-43df-be29-b5fbd0669d23 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Large language models in summarizing radiology re- port impressions for lung cancer in Chinese: evaluation study
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b519bfa8-404f-4482-8288-681011312bf6 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Evaluating large language models for automated reporting and data systems categorization: cross-sectional study
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 68bbfe0a-fec3-41d1-baa5-f9780532e3ae · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks A systematic review of large language model (LLM) evaluations in clinical medicine
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4254fa76-84d4-4530-bb2c-a8b9f66b62aa · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks The HIPAA Privacy Rule
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b75662c2-0f13-4ec2-8c8d-16d2ed40c48a · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks General Data Protection Regulation (GDPR)
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41424005-23fa-438b-ab77-d391ccf01add · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Communication-efficient learning of deep networks from decentralized data
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95721040-a1a3-42a5-aaca-f7e1190367ff · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Continually tuning a large language model for multi-domain radiology report generation
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35f503c1-de95-4dda-b66a-99f0cfafc665 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Chatbots and large language models in radiology: a practical primer for clinical and research applications
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34d5e64f-ec31-42f5-b98a-b963665cd200 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Large language models in radiology: fundamentals, applications, ethical considerations, risks, and future directions
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4aa56851-686f-4424-b7d8-5a0283bc0cd8 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Leveraging foundation and large language models in medical artificial intelligence
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be52aa86-da7a-451e-a47d-69ca3b2e7db5 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Client security alone fails in federated learning: 2D and 3D attack insights
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d86de250-1d5d-4ddd-bcfd-80a6a2fa5b2d · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Federated machine learning, privacy-enhancing technologies, and 26 data protection laws in medical research: scoping review
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4f6e849-2c52-424d-8361-805032131afe · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Personalized and privacy- preserving federated heterogeneous medical image analysis with PPPML-HMI
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b145b988-5daa-4553-9021-98e3dc95f195 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks End-to-end privacy preserving deep learning on multi-institutional medical imaging
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff834ef5-a860-47dd-abb7-cff17070025d · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Do gradient inversion attacks make federated learning unsafe? IEEE Trans Med Imaging IEEE; 2023
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18f20ab1-983c-4342-845b-aa67020d42f8 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks A new era of text mining in radiology with privacy- preserving LLMs
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df8d18c0-da87-4f85-9f91-301b6f926719 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Domain- specific language model pretraining for biomedical natural language processing
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c827d9c3-7cb6-45be-83ae-c3ca344dbe61 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks AlpaCare:Instruction-tuned Large Language Models for Medical Application
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4a8e9d8-05e0-4350-9674-4521b0c1bd90 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks RadiolArtifIntell2022July1;4(4):e210258
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c4375ce-dcd9-44cd-99a7-22182b6178bd · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf6ba427-6506-4db5-adca-b951ec2a362f · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks iDLG: Improved Deep Leakage from Gradients
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74407d5d-9115-4684-9d51-b5621d8db2f9 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks MedGemma Technical Report
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 681dcf08-bd6b-4651-83d9-fb1fc1bc0fbe · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Dischargesum Dataset
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b982c37b-2b41-4213-8ecd-f717ed4fc376 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0386864-eb48-462b-ae3f-aa10f781109d · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks BLEU: a method for automatic evaluation of machine translation
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1f81367-e47b-47e6-9682-e5a337aba2d5 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Overview of the RadSum23 shared task on multi-modal and multi-anatomical radiology report summarization
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9464c288-70f8-4c68-8515-3112bfa338fb · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Clinical text summarization: adapting large language models can outperform human experts
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dda8968d-2158-4d30-8def-d09eee0cd575 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks ROUGE: a package for automatic evaluation of summaries
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d460acd-891d-4154-b9cc-9ca1bfc3d5a6 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Differential Privacy
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cf0184d-335a-4128-9b4d-d74b80d78c8f · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Practical secure aggregation for privacy-preserving machine learning
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4e1f56d-64a7-433a-9ab4-0d3096754807 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks ACM Trans Intell Syst Technol 2023 Dec 31;14(6):1–32
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 88dbfb96-ff98-480c-a124-cde4b7442db9 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Generated Data with Fake Privacy: Hidden Dangers of Fine-tuning Large Language Models on Generated Data
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cce84946-9049-4d8b-8590-05360938581c · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Synthetic data — anonymisation groundhog day
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5dc6ce0-ee6e-474d-af2f-5118841a6413 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Evaluating differentially private machine learning in practice
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3413752-ec2e-4a46-838c-ca4542bbaa8e · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Cluster Based Secure Multi-Party Computation in Federated Learning for Histopathology Images
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ed8b4867-7757-408a-b1e0-18b2a6b55e7b · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks A scoping review of privacy and utility metrics in medical synthetic data
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd7b42aa-80a0-4b59-b280-fab069658661 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Evaluating Differentially Private Machine Learning in Practice
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 363e6b18-501c-47ef-acd7-63c613010722 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Inverting Gradients -- How easy is it to break privacy in federated learning?
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85b70f88-2282-4d06-93ad-1d44bc669d43 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Advances and open problems in federated learning
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50427c0e-df0f-4ea4-90a3-fcef341eda1e · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed58b4bc-167a-40ff-bd3e-eb99655dc2f1 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks TAG: Gradient Attack on Transformer-based Language Models
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b62c528a-9121-47e5-b09f-91bbd9031708 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Deep Leakage from Gradients
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ae23861-3b48-4cc3-bf3e-6b89e1d6fb8e · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks When the curious abandon honesty: federated learning is not private
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ea29a9-bc8b-43d3-b242-097d376abe83 · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Release Strategies and the Social Impacts of Language Models
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fe38e73-b362-4517-bf05-2eec21d6e47d · outbound
Privacy Leakage in Federated Learning in Radiology Reports: A Comparative Evaluation of Tokenizer-Driven Privacy Risks Synthetic Data -- Anonymisation Groundhog Day
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.