Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:21:01.226786Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2412.17692.
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 2026-08-11T05:21:01.226786Z
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
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5ea293d5-3064-4963-9c7d-f64a33e80047 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Attention is all you need,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad6955a5-3706-4ede-bd49-6aa7be9e6fd7 · outbound
FedTLU: Federated Learning with Targeted Layer Updates BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ad83b49-d01a-4e86-aca7-9862d5b42015 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Language models are unsupervised multitask learners,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4be2accf-d049-4b78-a432-5a78dc66a27a · outbound
FedTLU: Federated Learning with Targeted Layer Updates A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d71298e8-19b9-4395-9ba4-70060a9dfb00 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Fedmed: A federated learning framework for language modeling,
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 49461bb5-4ef1-46f2-8323-6a3916ce447c · outbound
FedTLU: Federated Learning with Targeted Layer Updates Scaling federated learning for fine-tuning of large language models,
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 16c65c3d-e367-4122-bf78-8bd20390fbeb · outbound
FedTLU: Federated Learning with Targeted Layer Updates 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 2026-08-21T06:32:19.484+00:00.
Observation 99368972-e97b-4414-9844-e0dc3c420f24 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Federated optimization in heterogeneous networks,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53d741dd-8c4e-4ca4-98b2-e4fde0f375af · outbound
FedTLU: Federated Learning with Targeted Layer Updates Preserving data privacy via fed- erated learning: Challenges and solutions,
Reference 9
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 a7a8f9c7-159f-4e33-8877-961f156aeb00 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Federated analytics: Opportunities and challenges,
Reference 10
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 3619617d-fa2a-471d-9553-fc34ea43cace · outbound
FedTLU: Federated Learning with Targeted Layer Updates Generalized federated learning via sharpness aware minimization,
Reference 11
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 5377106d-a060-4166-8ac6-33b3ae7b2902 · outbound
FedTLU: Federated Learning with Targeted Layer Updates A survey on federated learning: The journey from centralized to distributed on-site learning and beyond,
Reference 12
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 33a4f534-0580-4c0a-b4a7-050af225f580 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Internet of things intrusion detection: Centralized, on-device, or federated learning?
Reference 13
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 35c6df37-473d-403e-a56c-8977b72b5b8a · outbound
FedTLU: Federated Learning with Targeted Layer Updates Higher order naive bayes: A novel non-iid approach to text classification,
Reference 14
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 eb3229da-819b-4cef-995d-5d8f1f4aa4f5 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Beyond iid: Non-iid thinking, informatics, and learning,
Reference 15
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 3199b399-cc3a-44e3-b5c7-5aa66895407f · outbound
FedTLU: Federated Learning with Targeted Layer Updates Fedbiot: Llm local fine-tuning in federated learning without full model,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b009bc3e-416f-4003-94ed-e26589bd49c5 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Momentum-based variance reduction in non-convex sgd,
Reference 17
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 6db78364-5105-410e-a64f-acdbc7f62461 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Federated learning with proximal stochastic variance reduced gradient algorithms,
Reference 18
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 e62158d9-e90f-4171-9191-4caafc5b9db0 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Few-shot parameter-efficient fine-tuning is better and cheaper than in-context learning,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7512b539-943f-4de1-8d4c-58e201a4aa47 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Sensitivity-aware visual parameter-efficient fine-tuning,
Reference 20
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 9788690d-6f03-41d8-a949-a301b735c46d · outbound
FedTLU: Federated Learning with Targeted Layer Updates Ditto: Fair and robust federated learning through personalization,
Reference 21
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 0d834a56-7ebd-469c-8ff6-7dfb625a75cf · outbound
FedTLU: Federated Learning with Targeted Layer Updates Towards personalized federated learning,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a443e960-a5c3-47b7-9b34-24041f0f1340 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Personalization improves privacy-accuracy tradeoffs in federated learning,
Reference 23
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 0a861da1-94ba-4e0e-b563-e2cab835f419 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Local learning matters: Rethinking data heterogeneity in federated learning,
Reference 24
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 04770ebe-0b9d-4208-950f-c961b5f31c60 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Heterogeneous federated learning: State-of-the-art and research challenges,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50a07ce3-f86c-4591-aee4-e08fd013578f · outbound
FedTLU: Federated Learning with Targeted Layer Updates FedBaF: Federated Learning Aggregation Biased by a Foundation Model
Reference 26
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 9d5a07c5-2e93-41e2-ae2b-3c60a9315306 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Threats, attacks and defenses to federated learning: issues, taxonomy and perspectives,
Reference 27
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 7841d7d1-6d5b-4d06-a676-a513fb233032 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Robust federated learning with noisy and het- erogeneous clients,
Reference 28
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 7f7e8b7b-1f83-44b5-ab1b-e872ee7fe97b · outbound
FedTLU: Federated Learning with Targeted Layer Updates Bert: Pre-training of deep bidirectional transformers for language understanding,
Reference 29
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 98b0feb1-f28d-46ee-94cf-d94d19d06646 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Improved dropout for shallow and deep learning,
Reference 30
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 0701ff1d-3b46-4639-876a-fc888c7131c3 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Random cnn structure: tool to increase generalization ability in deep learning,
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 9ba035fc-8bcb-4fa7-bd5e-6d4124b27334 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Layerout: Freezing layers in deep neural networks,
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 360fcef8-e0a8-4ecb-9222-cf7e53ff96cf · outbound
FedTLU: Federated Learning with Targeted Layer Updates Transfusion: Un- derstanding transfer learning for medical imaging,
Reference 33
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 35675d9b-ff78-4c81-98e4-4f6c65ae2c89 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Parameter-efficient transfer learning for nlp,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d53ea8b7-f4fd-4259-85dc-7bbcbeebc9ca · outbound
FedTLU: Federated Learning with Targeted Layer Updates Differentially Private Fine-tuning of Language Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f88d4c6-4749-4c06-b164-6bf255f4d9fd · outbound
FedTLU: Federated Learning with Targeted Layer Updates Sensitivity and Generalization in Neural Networks: an Empirical Study
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3a51381-d6e1-4629-9fea-537819f943d8 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Corrnet: pearson correlation based pruning for efficient convolutional neural networks,
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 da46f13a-6591-488e-8b3a-b4c49aebba20 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Scaffold: Stochastic controlled averaging for federated learn- ing,
Reference 38
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 56955728-a425-4d17-8625-1c7ff49100cf · outbound
FedTLU: Federated Learning with Targeted Layer Updates Advances and open problems in federated learning,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b84a40c-d43b-47de-b6e1-a55c7cdd514a · outbound
FedTLU: Federated Learning with Targeted Layer Updates Fedbert: When federated learning meets pre-training,
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 688ab783-b0c0-4165-b5df-19b5e6f88325 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Federated learning on non-iid data: A survey,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5acfd00d-2ef6-4fdc-99ab-0446a5489370 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Federated multi-task learning,
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 724bd775-64be-4b96-a20d-d20f63dfc100 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Clustered federated learning: Model-agnostic distributed multitask optimization under privacy con- straints,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dc125c7-620c-4d14-a70e-e1cd58fae4a5 · outbound
FedTLU: Federated Learning with Targeted Layer Updates On the importance of single directions for generalization,
Reference 44
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 41c04659-497a-40e4-83ba-eb915a5857f4 · outbound
FedTLU: Federated Learning with Targeted Layer Updates On the convergence of fedavg on non-iid data,
Reference 45
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 8a5488a4-2b6d-45a5-8846-83dfcf29b930 · outbound
FedTLU: Federated Learning with Targeted Layer Updates Zico: Zero-shot nas via inverse coefficient of variation on gradients,
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.
No inbound Pith citation observations are available.