Pith. sign in

Paper Citation Record · LEDGER

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning

As of 20 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2607.20914.

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

pith.paper-citation-record.v1
2607.20914 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:38:38.368370Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

  • verified exact0
  • verified fuzzy20
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c94b1e7d-b9bd-472a-ae78-c4e7d060d2ac · outbound

This paper cites Communication-efficient learning of deep net- works from decentralized data,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Communication-efficient learning of deep net- works from decentralized data,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:40.423124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.405933Z digest=sha256:8997d7f8d6056ac77b9a43f1a7aef3d89100de613522aebab1c94532c858d5d9

Observation 77a4fab9-4aee-4576-87e4-bb3fa51dc4da · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Lora: Low-rank adaptation of large language models,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:40.405930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.411960Z digest=sha256:c1c398bd43777332daff7b7d2e2f1e839248e307e76e2ea77df7f3ebb1054c68

Observation e0124607-d981-45f9-baa6-ab5e9dfd234f · outbound

This paper cites Efficient pretraining and finetuning of quantized llms with low-rank structure,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Efficient pretraining and finetuning of quantized llms with low-rank structure,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:40.360184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.431688Z digest=sha256:9482ca61e47b93f09edc7cda39b6974aa24cc93c37f883b71236c3e4558fae38

Observation a3ffd8a3-054c-4cec-a71f-cda31eba6434 · outbound

This paper cites Ravan: Multi-head low-rank adaptation for federated fine-tuning,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Ravan: Multi-head low-rank adaptation for federated fine-tuning,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.531468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.531468Z digest=sha256:08982dacbfba82288e52c4090d50865eec1d8aed540ebb24ce9f0f5a309e6552

Observation 40ce991d-53d1-4e70-8d5a-0ccda2ef3529 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Federated optimization in heterogeneous networks,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:40.274210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.600907Z digest=sha256:29b40864e908e75e9bcb90febd2c358184182a198019e1c81a23ae355081c01e

Observation 5067d808-03c2-42d9-9990-80da13d352f5 · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Scaffold: Stochastic controlled averaging for federated learning,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:40.142011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.607028Z digest=sha256:57106de55edce647b3e108dab566ee951208351003dafd7911eb56c41583065a

Observation 1fb11d2b-970a-430e-bb92-a840134f3c83 · outbound

This paper cites Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Guaranteed minimum-rank solutions of linear matrix equations via nuclear norm minimization,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.613719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.613719Z digest=sha256:1cec246099dec9da3428aa6894596828c26e4f19aedbdd66cae18a131133c74e

Observation e9334978-b22c-458d-bccf-5016c2de3cd9 · outbound

This paper cites A singular value thresholding al- gorithm for matrix completion,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning A singular value thresholding al- gorithm for matrix completion,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.619690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.619690Z digest=sha256:739b13a78bfcf381dc6031b62794cf12abe58f774d98fef8488a0b6bbd9997ec

Observation 19e19eed-a41c-4dbc-a212-f6399a77cd6e · outbound

This paper cites Boyd and L.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Boyd and L

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.625691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.625691Z digest=sha256:d3a4ca889fb06acb6c159f8a552398507fd692d0608b0147a9869e0a2a0c38bb

Observation b3ef53bd-badc-4876-b05c-413880bdf51e · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Flora: Federated fine-tuning large language models with heterogeneous low-rank adaptations,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:40.015670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.631508Z digest=sha256:6470c6d4f551c42c309f88b27ca9378b042be987efa7dae7c4d2fd00be95b01c

Observation bf927fcc-0545-4742-b95b-07ed91676cef · outbound

This paper cites Fedex-lora: Exact ag- gregation for federated parameter-efficient fine-tuning of foundation models,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Fedex-lora: Exact ag- gregation for federated parameter-efficient fine-tuning of foundation models,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.970969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.669149Z digest=sha256:2ab548b61dd5169820e352ad88158a73ec692589ebf78dde9a8d4225cbc99e25

Observation 2c026dde-4425-48c3-b87b-199679bba9b3 · outbound

This paper cites Fed-sb: A silver bullet for extreme communication efficiency and performance in (private) federated lora fine-tuning,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Fed-sb: A silver bullet for extreme communication efficiency and performance in (private) federated lora fine-tuning,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.778260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.778260Z digest=sha256:4a3535be7ef234416057de1bdfec092db0848264774a51daf49fcd9512d17e46

Observation 6c485f6d-6757-4b80-9dda-573bbca78f8b · outbound

This paper cites Improving lora in privacy-preserving federated learning,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Improving lora in privacy-preserving federated learning,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.880652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.824285Z digest=sha256:ce38bcfb99e0c3b8b2fac4071b27beffc9fdc40171bdf843a79ae552160490f4

Observation b78055e1-ab1d-450a-83c5-e2184a63bccc · outbound

This paper cites FDLoRA: Personalized Federated Learning of Large Language Model via Dual LoRA Tuning.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning FDLoRA: Personalized Federated Learning of Large Language Model via Dual LoRA Tuning

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.830087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.830087Z digest=sha256:b6d2d0af04b696e7536c906c4873d1ba2fb2ec4dff3c266b944bfab15d876c0b

Observation 9ca6c503-ce72-43b9-b5c6-93f7708d51d9 · outbound

This paper cites Selective aggregation for low-rank adaptation in fed- erated learning (fedsa-lora),.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Selective aggregation for low-rank adaptation in fed- erated learning (fedsa-lora),

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.810455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.836007Z digest=sha256:f508511870c366c41159f6930cf55e72f73a981a2331de732c1b17c4bb128621

Observation da61034e-6f24-46b9-a680-560d04f6f357 · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Heterogeneous lora for federated fine-tuning of on-device foundation models,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.733937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.842682Z digest=sha256:1714ee3097820cc72db069470496ef8d9760928c06c21ddc52f350cd7c302c2e

Observation 742331c5-6c13-4b02-934a-a212a619758a · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Federated fine-tuning of large language models under heterogeneous tasks and client resources,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.606667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.847919Z digest=sha256:f4b88029c0e7111fb33281ebcaf432be846787a15ea1f58de0568d2ce584ff02

Observation c530eab0-1848-47af-903a-e04b78ea75fb · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Adalora: Adaptive budget allocation for parameter-efficient fine-tuning,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.505018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.853291Z digest=sha256:d2ec3a07e5599a1140628f7ba1ee88791bbfd95fb5208cd224bdcc8a32c90b89

Observation 7bffd884-c6d9-4ac7-b9b9-99e62f08a631 · outbound

This paper cites Dora: Weight-decomposed low-rank adapta- tion,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Dora: Weight-decomposed low-rank adapta- tion,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.320660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:37.859395Z digest=sha256:0d4ea54c368beb03995f5a44b2c49d291470202ef85e927a68ed4b512dc39f9f

Observation 0b29f9d4-b028-4a38-8f29-16ecaa170fb6 · outbound

This paper cites Vera: Vector-based random matrix adaptation,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Vera: Vector-based random matrix adaptation,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:37.939026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:37.939026Z digest=sha256:30bd6c8fa1ebc5c88362e5d96da934d51726195afe64425130c0c3299ac3c43d

Observation 0fb063c9-e957-47f3-9d2b-3cd35a822a1a · outbound

This paper cites Pissa: Principal singular values and singular vectors adaptation of large language models,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Pissa: Principal singular values and singular vectors adaptation of large language models,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.287583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.054737Z digest=sha256:7de8707a6ca3fc68f425c4d872fa75051feb82d6bc579d089fed224dbd76ef49

Observation 96554872-65ac-4f38-920a-2d157e8d4662 · outbound

This paper cites OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.061520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.061520Z digest=sha256:567b9cef20df2bd7c58f59195385742e13eddd8669eb867ed8cd9f72f6ae8472

Observation 47cf61b7-2890-4c20-b06d-b9987bfa889e · outbound

This paper cites Exact matrix completion via convex optimization,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Exact matrix completion via convex optimization,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.187277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.067286Z digest=sha256:a66be3337037ab0f82aa86a45dee05da817d502a53eb659966e1fb7629ac1133

Observation 064e9ade-8942-49fe-948c-421ff7a4ff5c · outbound

This paper cites A fast iterative shrinkage-thresholding algo- rithm for linear inverse problems,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning A fast iterative shrinkage-thresholding algo- rithm for linear inverse problems,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.072318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.072318Z digest=sha256:e0c72922bb9fe61e48eaea0605a8b48f9ddb768dec57d3965a86bded0ea65dc8

Observation 92b1ab26-07c1-4f6a-83bf-7c88701456b5 · outbound

This paper cites Implicit self-regularization in deep neural networks: Evidence from random matrix theory and implications for learning,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Implicit self-regularization in deep neural networks: Evidence from random matrix theory and implications for learning,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.076673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.076673Z digest=sha256:6fc5133e3a00125918a04dc5aa57105790ee5cc62aebc3567ae78421f29082db

Observation 5bcdd188-c040-4f95-868a-75ade19b5dbf · outbound

This paper cites An image is worth 16x16 words: Trans- formers for image recognition at scale,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning An image is worth 16x16 words: Trans- formers for image recognition at scale,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.082454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.082454Z digest=sha256:573dad2e9d8a672da0e7ded6d3ea29169a522fd6760d3814aa74aa90828a3de4

Observation 611e01ca-e280-4b1b-9c80-8bb3a67c2c2f · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.143190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.143190Z digest=sha256:bb4c625224a2e75c7f3280849dd2793e7f96e139590d650a4f94d28fba8f1125

Observation b3acffe2-699c-42db-b125-8bac0127da82 · outbound

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

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Towards building the federatedgpt: Federated instruction tuning,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:39.030639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.238951Z digest=sha256:3dab82a03c2a1fa8821b986513efb9e8ed95f7cb24dae38d27e247b720b4e87e

Observation 19965e42-9092-4a6d-99fc-5e3794d0be1c · outbound

This paper cites Learning multiple layers of features from tiny images,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Learning multiple layers of features from tiny images,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.335874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.335874Z digest=sha256:46845eea84d3e174c3a950bff995a66d3e778cb48295fedad428ae80643f6d90

Observation 11afbacf-a47e-4009-9e61-2946c1a677fb · outbound

This paper cites Reading digits in natural images with unsupervised feature learning,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Reading digits in natural images with unsupervised feature learning,

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.341237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.341237Z digest=sha256:b525fbdf95ada45cd202145735e56ba2e5cfbaa0ce180d4faa02484f574ebfc7

Observation 750357ef-71e6-45e3-acb8-ada02cd09c46 · outbound

This paper cites Twenty newsgroups,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Twenty newsgroups,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:38.985895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.346381Z digest=sha256:a5158565132dec9ae71fce216cda4ec3533ef01085582e010d1b9dedf2b2eef8

Observation bf701f58-230a-44c4-a0ba-adc69b3ef060 · outbound

This paper cites Mrqa 2019 shared task: Evaluating generalization in reading comprehension,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Mrqa 2019 shared task: Evaluating generalization in reading comprehension,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:38.738028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.352534Z digest=sha256:31e776d7dbd318203f41b1c4e27c8b4395be167ce3f4c642e9dba76618f25b3c

Observation 2fcc246d-048f-48f2-a945-c7d3a20f4dff · outbound

This paper cites Glue: A multi-task benchmark and analysis platform for natural lan- guage understanding,.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning Glue: A multi-task benchmark and analysis platform for natural lan- guage understanding,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:38.713908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.357517Z digest=sha256:0be13f9cd79b5b613f20be4a687a0181f251631280937df3f70c1b677ebb34de

Observation 4bd5a902-31b7-4122-b7c1-37aa66a81c60 · outbound

This paper cites The Llama 3 Herd of Models.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning The Llama 3 Herd of Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T15:38:38.362397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:38:38.362397Z digest=sha256:b91ab50e379f0e1a39bd4877b0d523cf295713dd5504477fd9b3d32f48e00259

Observation 2e1c4a5c-d62c-43f3-a281-280a1c349304 · outbound

This paper cites LX l=1 hl =h(31) is h∗ l = al µ−1 + ,(32) whereµ>0is chosen such that P lh∗ l =h.

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning LX l=1 hl =h(31) is h∗ l = al µ−1 + ,(32) whereµ>0is chosen such that P lh∗ l =h

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:38:38.695417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:38:38.368370Z digest=sha256:8ffd6a74c2fd30b246527db8a9fc258b873f25fdd3b1b5e300868e618b7acf4a

Pith citing papers

No inbound Pith citation observations are available.