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Paper Citation Record · LEDGER

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity

As of 21 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2505.15537.

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

pith.paper-citation-record.v1
2505.15537 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:20:15.551354Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T03:41:15.355590Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T21:21:11.368695Z

Reference resolution

45 of 45 outbound references displayed

  • verified exact2
  • verified fuzzy35
  • unresolved8
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 087f4d66-3a31-411f-ae75-1051f4be4b2f · outbound

This paper cites DeEPCA: Decentralized exact PCA with linear convergence rate.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity DeEPCA: Decentralized exact PCA with linear convergence rate

Reference 1

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verified fuzzy
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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.

source=pdf_text observed=2026-08-07T15:20:12.158230Z digest=sha256:115c1bd8f0a9010f486c93220d458a2dbe496bbf54a52e660d060a1e2b3e0310

Observation f17b44f0-3bae-493f-be97-6c91db1d408a · outbound

This paper cites Low-rank matrix completion via preconditioned optimization on the Grassmann manifold.Linear Algebra and its Applications, 475:200–239, 2015.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Low-rank matrix completion via preconditioned optimization on the Grassmann manifold.Linear Algebra and its Applications, 475:200–239, 2015

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:23.184983Z

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.

source=pdf_text observed=2026-08-07T15:20:12.242928Z digest=sha256:8eadd7f70c6476d214049452b810d5cc13341930a7c9a7ec0c2e70efc83451e2

Observation f620b4d8-867c-44ab-9837-13489c3c1a1b · outbound

This paper cites Riemannian natural gradient methods.SIAM Journal on Scientific Computing, 46(1):A204–A231, 2024.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Riemannian natural gradient methods.SIAM Journal on Scientific Computing, 46(1):A204–A231, 2024

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:23.036833Z

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.

source=pdf_text observed=2026-08-07T15:20:12.322711Z digest=sha256:caf6399a59ff1045aede8d315eed9664db94cc5d6babce9037875563d01d0840

Observation 39f06203-dcd6-4e53-8691-134068991f72 · outbound

This paper cites Riemannian approach to batch normalization.Advances in Neural Information Processing Systems, 30, 2017.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Riemannian approach to batch normalization.Advances in Neural Information Processing Systems, 30, 2017

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:22.892012Z

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.

source=pdf_text observed=2026-08-07T15:20:12.428826Z digest=sha256:04d44a01a4db25bf8fd4c49539e74edd3a6bba708f1e5905b654d691b0f44749

Observation 05541056-5751-4d98-8fab-a7ffc7fa0813 · outbound

This paper cites Unitary evolution recurrent neural networks.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Unitary evolution recurrent neural networks

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:22.713263Z

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.

source=pdf_text observed=2026-08-07T15:20:12.526290Z digest=sha256:1f850fb57df1e834c3b559829842230f8b0591bca739070fb37dee0c38a9c74a

Observation 1e669206-0b0f-42cc-9452-1a618046aead · outbound

This paper cites On orthogonality and learning recurrent networks with long term dependencies.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity On orthogonality and learning recurrent networks with long term dependencies

Reference 6

Resolution
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raw_fallback, observed 2026-08-07T15:20:22.553735Z

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.

source=pdf_text observed=2026-08-07T15:20:12.608117Z digest=sha256:00e9299702f14dd1860b9c6d2873f70a82b294d95fd17dae8e220fe8feac6f3d

Observation ed72a824-09ba-4460-9561-544ff2888dfb · outbound

This paper cites Orthogonal weight normalization: Solution to optimization over multiple dependent Stiefel manifolds in deep neural networks.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Orthogonal weight normalization: Solution to optimization over multiple dependent Stiefel manifolds in deep neural networks

Reference 7

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raw_fallback, observed 2026-08-07T15:20:22.397918Z

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.

source=pdf_text observed=2026-08-07T15:20:12.697894Z digest=sha256:7f62101129ab100afe434f99d2cc20bd0790d48d46e0a63871df60980a8fc83d

Observation 8b841276-b2fd-4c8a-aaee-66bd35ab6903 · outbound

This paper cites Understanding how orthogonality of parameters improves quantization of neural networks.IEEE Transactions on Neural Networks and Learning Systems, 2022.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Understanding how orthogonality of parameters improves quantization of neural networks.IEEE Transactions on Neural Networks and Learning Systems, 2022

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:22.192276Z

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.

source=pdf_text observed=2026-08-07T15:20:12.782483Z digest=sha256:49d3b0ed833b57cc605501a40ddde7b2fcdbe89dfaa84d2e528c9ca8fd1cfa7a

Observation 4393d90b-23a6-4d63-a3b8-d1d47cac6321 · outbound

This paper cites Riemannian preconditioned lora for fine-tuning foundation models.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Riemannian preconditioned lora for fine-tuning foundation models

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:21.990577Z

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.

source=pdf_text observed=2026-08-07T15:20:12.872410Z digest=sha256:fa966fdfd6e3b2af4f1fd00d52ea0b17274f457d57b41896b26a49ef10fc9a05

Observation 4399da07-2fdb-49eb-a219-6d9a9c97c259 · outbound

This paper cites Retraction-free optimization over the stiefel manifold with application to the lora fine-tuning.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Retraction-free optimization over the stiefel manifold with application to the lora fine-tuning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:21.761634Z

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.

source=pdf_text observed=2026-08-07T15:20:12.948009Z digest=sha256:956db9206d5b6643c7a017d69e8cb1b549f1f643d8f7b000076dee8ca2d9b2b1

Observation 784014e1-7074-4c4c-959a-c5a7fcf0cde8 · outbound

This paper cites Distributed subgradient methods for multi-agent opti- mization.IEEE Transactions on Automatic Control, 54(1):48, 2009.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Distributed subgradient methods for multi-agent opti- mization.IEEE Transactions on Automatic Control, 54(1):48, 2009

Reference 11

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raw_fallback, observed 2026-08-07T15:20:21.555022Z

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.

source=pdf_text observed=2026-08-07T15:20:13.043925Z digest=sha256:af5b8eab6dd89e29adccdff5fa983995c317a851be809052e5468b2d7c5418a2

Observation 3e3625e2-e2c3-462c-99fa-2082c1cb9bce · outbound

This paper cites Distributed asynchronous deterministic and stochastic gradient optimization algorithms.IEEE Transactions on Automatic Control, 31 (9):803–812, 1986.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Distributed asynchronous deterministic and stochastic gradient optimization algorithms.IEEE Transactions on Automatic Control, 31 (9):803–812, 1986

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:21.347131Z

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.

source=pdf_text observed=2026-08-07T15:20:13.136519Z digest=sha256:815c929a1ac79699c150759e60a7082247ea6871b9aaa1b8ff4ec86c60d76d3f

Observation caba91d2-7cb1-4e85-b2eb-6d675850e269 · outbound

This paper cites On the convergence of decentralized gradient descent.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity On the convergence of decentralized gradient descent

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:21.159530Z

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.

source=pdf_text observed=2026-08-07T15:20:13.240500Z digest=sha256:e28f8ac03d0c2a5b9d232f84a9b2c01d6236bdb2fd590dda8db812dad6cc0c41

Observation e4b76fb7-6f02-4e4f-9750-c7fc6146465c · outbound

This paper cites EXTRA: An exact first-order algorithm for decentralized consensus optimization.SIAM Journal on Optimization, 25(2):944–966, 2015.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity EXTRA: An exact first-order algorithm for decentralized consensus optimization.SIAM Journal on Optimization, 25(2):944–966, 2015

Reference 14

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no resolver link, observed 2026-08-07T15:20:13.352724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:20:13.352724Z digest=sha256:eba6de540186414b4ae8dc454efbc2f1f5968a11befd99c5f1a044297f626a49

Observation 5ceef4df-93fa-49f3-bc42-2727ee698b07 · outbound

This paper cites DLM: Decentralized linearized al- ternating direction method of multipliers.IEEE Transactions on Signal Processing, 63(15): 4051–4064, 2015.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity DLM: Decentralized linearized al- ternating direction method of multipliers.IEEE Transactions on Signal Processing, 63(15): 4051–4064, 2015

Reference 15

Resolution
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raw_fallback, observed 2026-08-07T15:20:20.987770Z

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.

source=pdf_text observed=2026-08-07T15:20:13.446321Z digest=sha256:aa7e28d44a324d472f25b9c921bc99f8f45e178432a21379828eefb26b7565f3

Observation 2674425e-fdef-455b-bb10-7c6bc2d23100 · outbound

This paper cites Exact diffusion for distributed op- timization and learning Part II: Convergence analysis.IEEE Transactions on Signal Processing, 67(3):724–739, 2018.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Exact diffusion for distributed op- timization and learning Part II: Convergence analysis.IEEE Transactions on Signal Processing, 67(3):724–739, 2018

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:20.832181Z

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.

source=pdf_text observed=2026-08-07T15:20:13.504335Z digest=sha256:8ac97eee91c91787f05dd3db4b7014b31be88c1fa64f6c9e80812f3ef398751d

Observation 23c4112c-98e7-479b-8ae8-1f22fd3f595e · outbound

This paper cites A decentralized proximal-gradient method with network inde- pendent step-sizes and separated convergence rates.IEEE Transactions on Signal Processing, 67(17):4494–4506, 2019.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity A decentralized proximal-gradient method with network inde- pendent step-sizes and separated convergence rates.IEEE Transactions on Signal Processing, 67(17):4494–4506, 2019

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:20.580006Z

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.

source=pdf_text observed=2026-08-07T15:20:13.574145Z digest=sha256:f4640db80e382e8793d19f5cfb40e68aab1d6a5f2605ecd47ceaccae298b4437

Observation 1c8b86c9-36da-4737-84af-b6f2027627a1 · outbound

This paper cites Convergence of a multi-agent projected stochastic gradient algorithm for non-convex optimization.IEEE Transactions on Automatic Control, 58 (2):391–405, 2012.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Convergence of a multi-agent projected stochastic gradient algorithm for non-convex optimization.IEEE Transactions on Automatic Control, 58 (2):391–405, 2012

Reference 18

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raw_fallback, observed 2026-08-07T15:20:20.419106Z

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.

source=pdf_text observed=2026-08-07T15:20:13.671002Z digest=sha256:c82bcdfdee1bd45249da3775dd7f89ff40831a061702266a9035c7685a74c199

Observation ed3953e6-0a55-4b49-a5a8-acfeaf39a463 · outbound

This paper cites NEXT: In-network nonconvex optimization.IEEE Transactions on Signal and Information Processing over Networks, 2(2):120–136, 2016.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity NEXT: In-network nonconvex optimization.IEEE Transactions on Signal and Information Processing over Networks, 2(2):120–136, 2016

Reference 19

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raw_fallback, observed 2026-08-07T15:20:20.213480Z

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.

source=pdf_text observed=2026-08-07T15:20:13.761407Z digest=sha256:f98c0c28584c245c5ddd01883a6927b28401a5e2dee8b3b1a6c9fc69142cb0e4

Observation 0702a6d5-5ac0-450d-ad34-734af530e138 · outbound

This paper cites Prox-PDA: The proximal primal- dual algorithm for fast distributed nonconvex optimization and learning over networks.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Prox-PDA: The proximal primal- dual algorithm for fast distributed nonconvex optimization and learning over networks

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:20.020381Z

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.

source=pdf_text observed=2026-08-07T15:20:13.827879Z digest=sha256:f0735785ab767dcfb63291a6352acf042143c1443dc295624b77f07de13255ad

Observation aa076067-9967-4635-a0e1-090efd4d35f9 · outbound

This paper cites Non-convex distributed optimization.IEEE Transactions on Automatic Control, 62(8):3744–3757, 2017.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Non-convex distributed optimization.IEEE Transactions on Automatic Control, 62(8):3744–3757, 2017

Reference 21

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raw_fallback, observed 2026-08-07T15:20:19.831159Z

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.

source=pdf_text observed=2026-08-07T15:20:13.905682Z digest=sha256:13151c4583da7499b1dd08d9fa737983bc7fa4e6520fdb1643816b31f40380a9

Observation 501d3ee3-742f-46e2-8a48-ae275cde838f · outbound

This paper cites Distributed nonconvex constrained optimization over time- varying digraphs.Mathematical Programming, 176(1-2):497–544, 2019.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Distributed nonconvex constrained optimization over time- varying digraphs.Mathematical Programming, 176(1-2):497–544, 2019

Reference 22

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raw_fallback, observed 2026-08-07T15:20:19.653162Z

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.

source=pdf_text observed=2026-08-07T15:20:14.040485Z digest=sha256:bd8cc6af77804cdd345cfce1b9257f92ef9523c3e82dc61e1d4a0bc34e1a7411

Observation fc8f8e6b-aa05-4f1d-9af4-00d580cf1b91 · outbound

This paper cites Improving the sample and communication complexity for decentralized non-convex optimization: Joint gradient estimation and tracking.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Improving the sample and communication complexity for decentralized non-convex optimization: Joint gradient estimation and tracking

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:19.447827Z

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.

source=pdf_text observed=2026-08-07T15:20:14.120017Z digest=sha256:144fcfdceedd65cf614be1f48daf4d7feef994de9df78efcb8b2fe94de981a47

Observation 554ad53a-9dc9-47c3-81c2-b552a996e863 · outbound

This paper cites Decentralized Frank–Wolfe algorithm for convex and nonconvex problems.IEEE Transactions on Automatic Control, 62 (11):5522–5537, 2017.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Decentralized Frank–Wolfe algorithm for convex and nonconvex problems.IEEE Transactions on Automatic Control, 62 (11):5522–5537, 2017

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:19.225779Z

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.

source=pdf_text observed=2026-08-07T15:20:14.204060Z digest=sha256:de6a5b297ae65941c1c9807dcdaa2dd62f908414efa6fbb2d72a30de8984fadb

Observation fb7f0425-bb3c-4656-a085-cb937b9d5336 · outbound

This paper cites On nonconvex decentralized gradient descent.IEEE Transactions on Signal Processing, 66(11):2834–2848, 2018.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity On nonconvex decentralized gradient descent.IEEE Transactions on Signal Processing, 66(11):2834–2848, 2018

Reference 25

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raw_fallback, observed 2026-08-07T15:20:18.990642Z

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.

source=pdf_text observed=2026-08-07T15:20:14.250380Z digest=sha256:46f5edd8b10d1a15fe77e964a8d30906e60a6d4a9f30cc99ae03845d71d158ca

Observation 8c2fdc03-dfcf-42fd-afe7-a9d580f2cf42 · outbound

This paper cites Riemannian consensus for manifolds with bounded curvature.IEEE Transactions on Automatic Control, 58(4):921–934, 2012.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Riemannian consensus for manifolds with bounded curvature.IEEE Transactions on Automatic Control, 58(4):921–934, 2012

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:18.823566Z

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.

source=pdf_text observed=2026-08-07T15:20:14.312883Z digest=sha256:113f02947605fe82093ce5f7d5715eb9de960d20c06d6802acbfa6ccfd82c1b3

Observation ea94aac5-77f1-4c38-9fd8-5e0195e8c0b7 · outbound

This paper cites On the local linear rate of consensus on the Stiefel manifold.IEEE Transactions on Automatic Control, 2023.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity On the local linear rate of consensus on the Stiefel manifold.IEEE Transactions on Automatic Control, 2023

Reference 27

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no resolver link, observed 2026-08-07T15:20:14.360904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:20:14.360904Z digest=sha256:f771db2ba949760f82288a319cb1ceb459e5008e43e6a4bb89f22fc55daa30e6

Observation 41035bae-73f3-4545-8272-ed130c049d2a · outbound

This paper cites Decentralized Rie- mannian gradient descent on the Stiefel manifold.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Decentralized Rie- mannian gradient descent on the Stiefel manifold

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:20:18.663803Z

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.

source=pdf_text observed=2026-08-07T15:20:14.423622Z digest=sha256:7835a064126b8974668b8b116ecf31676e024080858bc731402a6fab6e60c3d3

Observation a5d12615-30db-4c88-a2c9-968706bf0d74 · outbound

This paper cites Decentralized projected Riemannian gradient method for smooth optimization on compact submanifolds.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Decentralized projected Riemannian gradient method for smooth optimization on compact submanifolds

Reference 29

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unresolved
no resolver link, observed 2026-08-07T15:20:14.473396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:20:14.473396Z digest=sha256:82e69fde47e74233710336ba7ebdedb1deb5b95ea367ff4b5c2ddb871bf028f2

Observation 99fbdbd1-d4a0-4631-8e31-fba1f44e6de3 · outbound

This paper cites Decentralized Riemannian conjugate gradient method on the Stiefel manifold.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Decentralized Riemannian conjugate gradient method on the Stiefel manifold

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-07T15:20:18.444037Z

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.

source=pdf_text observed=2026-08-07T15:20:14.514186Z digest=sha256:a98d4b99cf541974cf18899a5360b640a710026678013522fa0a114b4a2345e4

Observation 56e2fcdc-7acc-482c-980e-9372e4e46999 · outbound

This paper cites Decentralized Riemannian natural gradient methods with Kronecker-product approximations.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Decentralized Riemannian natural gradient methods with Kronecker-product approximations

Reference 31

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no resolver link, observed 2026-08-07T15:20:14.582996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:20:14.582996Z digest=sha256:9219152e6906de7f83d4b12d0132386543176b8f2e2574eafb6f79b54f9b4e67

Observation c4996b15-8e5a-4953-80f3-2595a58f1877 · outbound

This paper cites Improving the communication in decentralized manifold optimization through single-step consensus and compression.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Improving the communication in decentralized manifold optimization through single-step consensus and compression

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source=pdf_text observed=2026-08-07T15:20:14.629791Z digest=sha256:ab06da0d7da95f784c16489ad41c13b687a2d1266e2c1896e20547a649beb7b0

Observation e3d3f22e-7bd8-40ab-8bca-25b2cccae97e · outbound

This paper cites Decentralized optimization over the Stiefel manifold by an approximate augmented Lagrangian function.IEEE Transactions on Signal Processing, 70:3029–3041, 2022.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Decentralized optimization over the Stiefel manifold by an approximate augmented Lagrangian function.IEEE Transactions on Signal Processing, 70:3029–3041, 2022

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T15:20:14.700251Z digest=sha256:dcb51a69932a2d6075024d4665d341f18c556a22f38cd47f14bc0f039a60f5ea

Observation c6076da4-e0f9-46d7-a040-b8777967bf07 · outbound

This paper cites Retraction-Free Decentralized Non-convex Optimization with Orthogonal Constraints.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Retraction-Free Decentralized Non-convex Optimization with Orthogonal Constraints

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source=pdf_text observed=2026-08-07T15:20:14.760030Z digest=sha256:a15d9b9be9f0ac1678e37c4dea48b4c49c10d801610ff6919e79d1dfa4d65e43

Observation 57f2093e-00b9-486d-a208-064fec8d2af3 · outbound

This paper cites Local linear conver- gence of infeasible optimization with orthogonal constraints.IEEE Control Systems Letters, 2024.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Local linear conver- gence of infeasible optimization with orthogonal constraints.IEEE Control Systems Letters, 2024

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raw_fallback, observed 2026-08-07T15:20:17.881075Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T15:20:14.815806Z digest=sha256:b8e0d08228e038c8e54af37d3878c5691c413d0c07e3e92d59eb082c8bbdcded

Observation f582d027-3aff-45ee-a964-6abc3fddbc85 · outbound

This paper cites Princeton University Press, 2009.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Princeton University Press, 2009

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T15:20:14.907726Z digest=sha256:ed9021113c2a81684787ab72a07f7007efa49ff8e56833c97ae48eca0f679375

Observation f5f7b50a-0321-4b0b-b144-63a4174526a6 · outbound

This paper cites Proximal smoothness and the lower-C2 property.Journal of Convex Analysis, 2(1-2):117–144, 1995.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Proximal smoothness and the lower-C2 property.Journal of Convex Analysis, 2(1-2):117–144, 1995

Reference 37

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raw_fallback, observed 2026-08-07T15:20:17.377233Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T15:20:14.975523Z digest=sha256:657311a95b1ba06164afaf4305583bd553d9d0633f519f2917b4dbbc3873396e

Observation 5b57ec39-0617-4e18-9a20-bf2484ca3da8 · outbound

This paper cites The gradient projection method with Armijo’s step size on manifolds.Computational Mathematics and Mathematical Physics, 61:1776–1786, 2021.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity The gradient projection method with Armijo’s step size on manifolds.Computational Mathematics and Mathematical Physics, 61:1776–1786, 2021

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raw_fallback, observed 2026-08-07T15:20:17.165970Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T15:20:15.049998Z digest=sha256:765b1b4f2911b45cf0b51c503d7950a8c579690e4026f1e734293b805927406a

Observation 1c4fc3c6-ed8d-4fc1-9596-33e950ec22cb · outbound

This paper cites Stochastic optimization over proximally smooth sets.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Stochastic optimization over proximally smooth sets

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local_arxiv, observed 2026-08-07T15:20:16.051712Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T15:20:15.122993Z digest=sha256:b652add36596452337ab6aee9d160eef75bf83826fb0212f5a7495d31d022fc7

Observation a5720b56-318a-4d17-aa9f-34d9ff035df5 · outbound

This paper cites Regularity of the distance function.Proceedings of the American Mathematical Society, 92(1):153–155, 1984.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Regularity of the distance function.Proceedings of the American Mathematical Society, 92(1):153–155, 1984

Reference 40

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raw_fallback, observed 2026-08-07T15:20:16.867823Z

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.

source=pdf_text observed=2026-08-07T15:20:15.193358Z digest=sha256:775c08ca6f4019a8fe1d1c4205de049ce336371480bd53cde97c5fd6fa3f6801

Observation 92a7e849-e895-4b04-84ae-5e1225003325 · outbound

This paper cites Consensus optimization on manifolds.SIAM Journal on Control and Optimization, 48(1):56–76, 2009.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Consensus optimization on manifolds.SIAM Journal on Control and Optimization, 48(1):56–76, 2009

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raw_fallback, observed 2026-08-07T15:20:16.648953Z

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.

source=pdf_text observed=2026-08-07T15:20:15.260611Z digest=sha256:c68d4fae5e91a9a3852c8068e82f10d72659f8da76ab12587af847054ab538ef

Observation 8e7a205b-1676-4119-9d93-0fced30ae586 · outbound

This paper cites Convergence Analysis of EXTRA in Non-convex Distributed Optimization.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Convergence Analysis of EXTRA in Non-convex Distributed Optimization

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verified exact
local_arxiv, observed 2026-08-07T15:20:15.812912Z

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.

source=pdf_text observed=2026-08-07T15:20:15.316674Z digest=sha256:5046446cedff05ae342d04fe9563262580207f3e4b49dc03a3b8b660a5e91234

Observation 18b0918f-043a-4ae0-8d4a-1735e4324a53 · outbound

This paper cites Achieving Consensus over Compact Submanifolds.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Achieving Consensus over Compact Submanifolds

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source=pdf_text observed=2026-08-07T15:20:15.378595Z digest=sha256:c1c2e495d3c3b5ba9b88f34ac8e661dadbc2bb483bda20deae51f64eeb49abd7

Observation a544cc84-689f-4b82-9a9b-d9734711a1fb · outbound

This paper cites The mnist database of handwritten digits.http://yann.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity The mnist database of handwritten digits.http://yann

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source=pdf_text observed=2026-08-07T15:20:15.441173Z digest=sha256:8a813590134aac3c0b889dcb4d604edaf47dbb1b5352dbdf24f464f5077ab02d

Observation 93b001da-5a80-4dd3-9322-7e625973754b · outbound

This paper cites Augmented distributed gradi- ent methods for multi-agent optimization under uncoordinated constant stepsizes.

Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity Augmented distributed gradi- ent methods for multi-agent optimization under uncoordinated constant stepsizes

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raw_fallback, observed 2026-08-07T15:20:16.396772Z

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.

source=pdf_text observed=2026-08-07T15:20:15.551354Z digest=sha256:c11a739476dbcfc91e7e9305011aefa5b8fb0381ff8e339260130cf35eedbeb6

Pith citing papers

Observation af495068-65af-44ff-bda7-4d110faac46d · inbound

A Retraction-Free EXTRA Method for Decentralized Optimization on the Stiefel Manifold cites this paper.

A Retraction-Free EXTRA Method for Decentralized Optimization on the Stiefel Manifold Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity

Reference 36

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arxiv_id, observed 2026-05-11T21:21:11.371563Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T05:52:40.242207Z digest=sha256:1b9e88ff9d526c18201a6320144b1426f91ae566d86f6d96212180a96d26ac0c

Observation e01ba58e-e246-4b08-8ef8-0f0bf1378e09 · inbound

ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System cites this paper.

ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity

Reference 31

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source=pdf_text observed=2026-08-02T03:41:15.355590Z digest=sha256:a61ade0787a46795e30609a1de58c2c2bb97f0d0eb18dbee2e72113a94161bb9