Paper Citation Record · LEDGER

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning

As of 9 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2508.01348.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.01348 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:47:56.735505Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T10:18:24.570122Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T09:19:42.896172Z

Reference resolution

40 of 40 outbound references displayed

verified exact2
verified fuzzy27
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c78506a1-6840-4e24-a2f0-8e8583a14269 · outbound

This paper cites Federated fine-tuning of large language models under heterogeneous tasks and client resources.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Federated fine-tuning of large language models under heterogeneous tasks and client resources

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.538421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0df9259-8c09-4d2c-96fb-98dbade66184 · outbound

This paper cites Lora-fair: Federated lora fine-tuning with aggregation and initialization refinement.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Lora-fair: Federated lora fine-tuning with aggregation and initialization refinement

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.544327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3160e16-6a2f-4807-a185-ec166e2cdaf5 · outbound

This paper cites Rbla: Rank-based-lora- aggregation for fine-tuning heterogeneous models in flaas.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Rbla: Rank-based-lora- aggregation for fine-tuning heterogeneous models in flaas

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.542487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 609438dc-5e37-46ae-86a3-d759ad7e93a6 · outbound

This paper cites Robust Federated Finetuning of Foundation Models via Alternating Minimization of LoRA.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Robust Federated Finetuning of Foundation Models via Alternating Minimization of LoRA

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.554990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c494ebd4-5806-4b47-be2e-b4c1c6d98354 · outbound

This paper cites Heterogeneous loRA for federated fine-tuning of on-device foundation models.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Heterogeneous loRA for federated fine-tuning of on-device foundation models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.525800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 26bf6e6a-8b14-4102-9f92-cb041df2455d · outbound

This paper cites Heterogeneous LoRA for federated fine-tuning of on-device foundation models.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Heterogeneous LoRA for federated fine-tuning of on-device foundation models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.509184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ee13f809-9db9-4f6c-a58a-01993efee744 · outbound

This paper cites Client selection in federated learning: Convergence analysis and power-of-choice selection strategies, 2021.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Client selection in federated learning: Convergence analysis and power-of-choice selection strategies, 2021

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.491599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f792c96c-2598-4e95-9e5a-753ed4cedc27 · outbound

This paper cites an unresolved cited work.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:47:57.476433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 361c65d7-fb1d-4abe-add5-b5b40c8914dd · outbound

This paper cites Qlora: Efficient finetun- ing of quantized llms.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Qlora: Efficient finetun- ing of quantized llms

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.461339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 666da9f1-f5f5-46d3-9cb9-83dc9e54eaf2 · outbound

This paper cites Selec- tive aggregation for low-rank adaptation in federated learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Selec- tive aggregation for low-rank adaptation in federated learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.444751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f93896c-d75e-4885-940d-f44497ffc84b · outbound

This paper cites Universal language model fine-tuning for text classification.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Universal language model fine-tuning for text classification

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.428896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9f237cb5-b137-46fe-acd4-23b8a364cced · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Lora: Low-rank adaptation of large language models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.595812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cffdcdf-b7fb-4548-8656-53794b009361 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning LoRA: Low-rank adaptation of large language models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.400666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50b8b63d-3d73-4f38-baaf-81b362eb4eea · outbound

This paper cites Ad- vances and open problems in federated learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Ad- vances and open problems in federated learning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.384354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4cd22d68-9393-4139-aa26-eb02c8a4c06e · outbound

This paper cites Scaffold: Stochastic controlled averaging for federated learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Scaffold: Stochastic controlled averaging for federated learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.611049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af55c0f8-0d7e-4871-b261-3b6c1ab41b21 · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Federated Learning: Strategies for Improving Communication Efficiency

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.615573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b74397d3-6cb8-49b5-bb40-6ec54faa6a7c · outbound

This paper cites Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:47:56.959254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b8e89bf3-3927-4855-a051-83a94c2878ef · outbound

This paper cites Model-contrastive federated learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Model-contrastive federated learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.356266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2dcf233e-aa07-462f-93f8-8e6f3b8e5b42 · outbound

This paper cites Federated optimization in heterogeneous networks.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Federated optimization in heterogeneous networks

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.339067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 07e25422-cd57-4386-a73f-0f480fa60ff2 · outbound

This paper cites Fair Resource Allocation in Federated Learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Fair Resource Allocation in Federated Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.636449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aef2e9db-e199-43b3-851e-671366bc3a96 · outbound

This paper cites On the convergence of fedavg on non-iid data.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning On the convergence of fedavg on non-iid data

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.322625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25e2b6e0-b61a-4bbe-8bab-675d42ecbca5 · outbound

This paper cites A kernel-based view of language model fine-tuning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning A kernel-based view of language model fine-tuning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.306765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e93e0289-e1e7-4150-b547-3f7aa5634958 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Communication-efficient learning of deep networks from decentralized data

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.291496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa5cc73d-ed73-4172-8600-c59d6407b823 · outbound

This paper cites Le, and Kok-Seng Wong.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Le, and Kok-Seng Wong

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.274824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 17044be4-177d-49c1-900c-c64de2551799 · outbound

This paper cites Fedinc: One-shot federated tuning for collaborative incident recognition.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Fedinc: One-shot federated tuning for collaborative incident recognition

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.256655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f00c1785-feea-4a34-94a2-9c6406041a18 · outbound

This paper cites Fedex-loRA: Exact aggregation for federated and efficient fine-tuning of foundation models, 2024.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Fedex-loRA: Exact aggregation for federated and efficient fine-tuning of foundation models, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.240514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3281cb17-acb8-4707-a1a3-5bfe4818b50f · outbound

This paper cites Federated multi-task learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Federated multi-task learning

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.222851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 803b1846-1c78-4e1b-a02f-b06ea8b1bd6c · outbound

This paper cites Improving loRA in privacy-preserving feder- ated learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Improving loRA in privacy-preserving feder- ated learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.205645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a5446568-700e-4a82-9fb1-af009a370ed4 · outbound

This paper cites Tackling the objective inconsistency problem in heterogeneous federated optimization.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Tackling the objective inconsistency problem in heterogeneous federated optimization

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.189462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06396e97-a4e3-44d3-aa96-bfc54709c9b3 · outbound

This paper cites FLoRA: Federated fine-tuning large language models with heterogeneous low-rank adaptations.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning FLoRA: Federated fine-tuning large language models with heterogeneous low-rank adaptations

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.687160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fefe2036-e6dd-4a40-a762-271d686820f8 · outbound

This paper cites FedloRA: When personalized federated learning meets low-rank adaptation, 2024.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning FedloRA: When personalized federated learning meets low-rank adaptation, 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.162073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cfd8f30d-385d-4481-b6bf-4a2d3aca23c8 · outbound

This paper cites QA-loRA: Quantization-aware low-rank adaptation of large language models.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning QA-loRA: Quantization-aware low-rank adaptation of large language models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.144355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f64993d9-76fc-4ac4-94d7-43ee1c42f5d8 · outbound

This paper cites Federated low-rank adaptation for foundation models: A survey.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Federated low-rank adaptation for foundation models: A survey

Reference 33

Resolution: verified exact; raw_fallback, observed 2026-08-06T05:47:56.916439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 859e7550-2011-4ccb-abfd-d5861bb8a326 · outbound

This paper cites pFedLoRA: Model-Heterogeneous Personalized Federated Learning with LoRA Tuning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning pFedLoRA: Model-Heterogeneous Personalized Federated Learning with LoRA Tuning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.706388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ec96469-1fd7-40a5-878c-e9e961de94fe · outbound

This paper cites Parallel restarted sgd with faster convergence and less communication: demystifying why model averaging works for deep learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Parallel restarted sgd with faster convergence and less communication: demystifying why model averaging works for deep learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.125053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 49e73d16-a414-49e9-aa24-203b338ffd47 · outbound

This paper cites Towards building the federatedgpt: Federated instruction tuning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Towards building the federatedgpt: Federated instruction tuning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.108541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fcafc0e2-ac36-40d7-9461-46b862c2e540 · outbound

This paper cites Towards building the federatedgpt: Federated instruction tuning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Towards building the federatedgpt: Federated instruction tuning

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.091240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4c2f1428-d662-4ff4-96a9-95969a13ccdf · outbound

This paper cites Adaptive budget allocation for parameter-efficient fine-tuning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Adaptive budget allocation for parameter-efficient fine-tuning

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.074286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dd429c33-9941-4a8c-8adf-59ef00812dbe · outbound

This paper cites AutoLoRA: Automatically tuning matrix ranks in low-rank adaptation based on meta learning.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning AutoLoRA: Automatically tuning matrix ranks in low-rank adaptation based on meta learning

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:47:57.055467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd3e296d-2f0b-4bb3-a6ab-0e5076e73b25 · outbound

This paper cites Federated Learning with Non-IID Data.

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning Federated Learning with Non-IID Data

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T05:47:56.735505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 67825d2e-f36b-4429-b8f5-cdbc44675256 · inbound

Subspace-Constrained Federated Learning with Low-Rank Adaptation cites this paper.

Subspace-Constrained Federated Learning with Low-Rank Adaptation Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:19:42.898227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.