Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2104.08815.
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
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, observed 2026-08-12T20:11:46.590224Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T21:08:31.831211Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 80950e19-eb26-4812-b179-9d8e2e24a5a0 · inbound
LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 933be542-28eb-4151-83f9-bf31bf53ef1d · inbound
When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0187a911-ca1f-43f0-8409-397c83c16e5e · inbound
Caesar: A Low-deviation Compression Approach for Efficient Federated Learning FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2976391-ca60-4bb4-bddc-1205bcf31462 · inbound
Adaptive Parameter-Efficient Federated Fine-Tuning on Heterogeneous Devices FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 239cd4a7-0fef-4011-bcc3-ec5b0dda3a5a · inbound
Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5dcf045-2681-4a11-bed9-37e128fe7602 · inbound
FedQuad: Adaptive Layer-wise LoRA Deployment and Activation Quantization for Federated Fine-Tuning FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fca55663-de64-493e-b8c3-5b7e5d46e2d2 · inbound
Mitigating Catastrophic Forgetting with Adaptive Transformer Block Expansion in Federated Fine-Tuning FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b0cb917-7ae5-4375-a2ae-73365aec915d · inbound
Federated Learning-Enabled Hybrid Language Models for Communication-Efficient Token Transmission FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7fdc2d4-54e9-49c9-82c3-f93f1c929ace · inbound
Privacy-Preserving Quantized Federated Learning with Diverse Precision FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 2022
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 8e3bd760-66a7-4a21-aa39-277c33f84980 · inbound
ParaBlock: Communication-Computation Parallel Block Coordinate Federated Learning for Large Language Models FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.