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Paper Citation Record · LEDGER

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

As of 7 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.158230Z digest=sha256:8b983feb32190dcd01bc8999667b6e35a6ad04cadca4454bdf5953b3e45dbe16

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.242928Z digest=sha256:e196e924be2492ab83d19a941cbdd6959ffa6c617d497ebb1e34893461382051

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.322711Z digest=sha256:7811820ef3642fec0d2158d1e713e3107d71547853b2163579711ea85d4a3446

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.428826Z digest=sha256:37f552494f4985b52e112b5630b3bd138438592fa6a46aae9133e93e33b6f067

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.526290Z digest=sha256:fe42a93d71520feafa37814c7c308da353d7e40df3517b0ff1269e0ee63b7432

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.608117Z digest=sha256:30098c1b5ed6166eb09aa192d820c19c7aedaf3cf6e85c5bb9d832bb83721ecc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.697894Z digest=sha256:e48a38b9492b9ec7a8fba443272657fbe75dcc9a880f82479f947fb9e00e964e

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.782483Z digest=sha256:1580db2496c56bfc3196447987b51c160a6b8fc562023219734257bf11227c24

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.872410Z digest=sha256:a5e631d28a46c871fa321066e404804c7d7934adb2f53c49ade511a8c06c3f16

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:12.948009Z digest=sha256:5d4957c87ed8dc1c5ff4cf173a21fd589fca3b8d846d54835a5843bfb77831f8

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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verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.043925Z digest=sha256:21be49d8540b7d3d1c11f92b1a0a45f1774083d206bdf31a1487ccb7a6515665

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.136519Z digest=sha256:79a46dd36ce4be8ecdca200151c0885d7b76013bed9fc52a8f15aeedcaaf1c95

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.240500Z digest=sha256:66083485e7f422ad447abd555a06c430162f33fd09d9bb11edab4f4797bbe6c3

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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unresolved
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:a2c7db6ab6ff18756794c899dd021b8217e2d589c065640e3f23fc15cdc9c626

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.446321Z digest=sha256:111f0eda89231084a2568b6cc6b2cde6cc6ac7d47d04c744a6fd25b388ca3653

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.504335Z digest=sha256:ae9169c605dd03e3c236a1be0256cc75b8e608010e4a09266490024d8268d449

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.574145Z digest=sha256:c69fa80840173e6e5e740dd89afca196f29e76cab31c3b9b51f2d5358eb82f32

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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verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.671002Z digest=sha256:75943f09700945275b14d7501b6522b549997e6dac44e469a46caf428050909c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.761407Z digest=sha256:ecd8a0683368de79891a163b394a3017d3d96c0577fc6e4b4fbc0846f0d7947c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.827879Z digest=sha256:70471cfb4b8fe56f4d741bb337da0c24b90d8f6b7465527661261bca61c271f0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:13.905682Z digest=sha256:86a272c227309c94265b65da13c0a015577e95fed06f3f604d17ad2e76bf8668

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.040485Z digest=sha256:3cc6141f88a3bf3d91cecda2f3dcd49ed7f73abc7e13eb692b446c05073548f8

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.120017Z digest=sha256:e5465a2734fe7a1f28422c6e20046c67813370194be2d7128ae7ad127e1a3f0d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.204060Z digest=sha256:850eeea65fe2122ec3d7afdc7825304c12fbeebcce8b5a6b7f5ec975bec15d68

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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verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.250380Z digest=sha256:8d488a33df0d15706321799e8b00cbda74da85b4acf1c8a7fed3242071fd3593

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.312883Z digest=sha256:9ecf1e1e1f76459132669ecfea04a5ab46c58fac7e6346f5aab422e2f5ce826d

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=sha256:9e5baad191e7d4fb3c3187e5979d8a2b541f6e6e12ad0ca67940913a718060b3

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.423622Z digest=sha256:9f4d4100e098cd3ba1285a75b6521706a52ba8a5b32b61f222e41e70f2781cf2

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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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:e2536cecc130641b3ef61a1fc6726e2f46b51dc22a47a52f57c8a9281fd4201d

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.514186Z digest=sha256:beafc283c7bf85c53b0e95ab169b4ea603231be6f77e86493847274f4200f840

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=sha256:08ae3d9af82f0dc42354db358d779a4198944841f66acf874b7a49555954c76f

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=sha256:9c2be69e59700ece752dca1391fe09082db097ccd87ef1c7909447a6e52697ec

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.700251Z digest=sha256:f2a3b1343f76899e8b3e0dc39d9587938ddbed0638d8a3c222bd9af3a8745688

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=sha256:7c9c03e4e84cfbf8a619876e7db8273720358ca7b00a5b74eda6c3007ed66bef

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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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.815806Z digest=sha256:01005c41a4692e81ba668ccc7882da00c6ac78c5912247d7fbf97050e2cbc3fe

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.907726Z digest=sha256:41b2df747451e72f3ab9b13a807e79f535d7786ab57baa204537bf63cd25b826

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:14.975523Z digest=sha256:563216f312004ee126780be14e9879ca638a62e872c9fd798d39781e451663e7

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:15.049998Z digest=sha256:9e294459bfca703ffb9c10cb7e7b4e369fa222a2731540bcea8473c842cb13b5

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

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source=pdf_text observed=2026-08-07T15:20:15.122993Z digest=sha256:0717b35faa245ca5bfca162ec5d19f4ff9dbd9c467f3c60da302fd958c1a1c69

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:15.193358Z digest=sha256:bd6e62bd78e2724258caa42c3f0e073a4619cffbb6bf086d9a8da1b1839a944b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:15.260611Z digest=sha256:febd4ebf4b4e95490ba0faf5fcda0f4ef7710d2b9a10fe631d312f6838bbfc31

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T15:20:15.316674Z digest=sha256:f0cf401e350ef18084aecca2bc3b0923677c5eba0a0720cdd9d24a1f051c6482

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=sha256:3a864d71b65ba13347db671b3591d53e88580b26e3cd54682bc6aab60efcfc56

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=sha256:8e2850035a4a698dbb2cae598814c991f20a7ce4c98b3be33293ab79b01ab22a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:20:15.551354Z digest=sha256:2ca160a5ad692129bc98886c59afbb46d1f7b1165b08be3bd050346cf145bce2

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

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

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source=pdf_text observed=2026-05-08T05:52:40.242207Z digest=sha256:7bda1cc8f20b43c16717eb45a7f451551634f75a8f704e451ecf94bacff13ac8

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

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source=pdf_text observed=2026-08-02T03:41:15.355590Z digest=sha256:c9093080f3e486b430a2be3c98a462418dade4fdb37f5f1916fb1bf539b644ed