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Paper Citation Record · LEDGER

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates

As of 8 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2502.08964.

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

pith.paper-citation-record.v1
2502.08964 v2

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:13:42.022429Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

51 of 51 outbound references displayed

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  • verified fuzzy35
  • unresolved13
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74f930da-ff4e-4ccc-bc20-201b06cd157b · outbound

This paper cites Gossip algorithms for distributed signal processing,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Gossip algorithms for distributed signal processing,

Reference 1

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Observation 2873990c-86cc-49d2-b588-4324f6d36780 · outbound

This paper cites Distributed average consensus with least-mean-square deviation,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Distributed average consensus with least-mean-square deviation,

Reference 2

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 69c1602f-3abf-4694-9ebf-b3b495596a0a · outbound

This paper cites Consensus+ innovations distributed inference over networks: cooperation and sensing in networked systems,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Consensus+ innovations distributed inference over networks: cooperation and sensing in networked systems,

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation bc8fb51a-55b9-43cd-a30e-a8db5d911874 · outbound

This paper cites Distributed sparse linear regression,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Distributed sparse linear regression,

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 146a8465-b718-47f1-bee6-e5d1c6971142 · outbound

This paper cites Can decentralized algorithms outperform centralized algorithms? a case study for decentralized parallel stochastic gradient descent,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Can decentralized algorithms outperform centralized algorithms? a case study for decentralized parallel stochastic gradient descent,

Reference 5

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Unavailable: canonical work link unavailable.

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Observation 1b14f07e-f563-4a8b-901f-9024ed0447bb · outbound

This paper cites Distributed subgradient methods for multi- agent optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Distributed subgradient methods for multi- agent optimization,

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation de6e271d-3dd8-49d7-b50a-12ad543f8bab · outbound

This paper cites Extra: An exact first-order algorithm for decentralized consensus optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Extra: An exact first-order algorithm for decentralized consensus optimization,

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d859b771-4787-45f9-8ce4-acc8ebf88fa6 · outbound

This paper cites Harnessing smoothness to accelerate distributed optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Harnessing smoothness to accelerate distributed optimization,

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation baa585b4-8465-4d1a-941a-0ef5f242ec66 · outbound

This paper cites On nonconvex decentralized gradient descent,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates On nonconvex decentralized gradient descent,

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation eccc1c10-a4ef-4c9d-ac2d-3027421f0a55 · outbound

This paper cites A unified theory of decentralized sgd with changing topology and local updates,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates A unified theory of decentralized sgd with changing topology and local updates,

Reference 10

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation de99b19c-df57-48cc-89e2-b0e0c67c4625 · outbound

This paper cites Decentralized gradient tracking with local steps,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Decentralized gradient tracking with local steps,

Reference 11

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 095c0708-b661-4bf4-bc17-11a7a27f2494 · outbound

This paper cites Asynchronous distributed admm for consen- sus optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Asynchronous distributed admm for consen- sus optimization,

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 447ec35c-fe80-4e1f-bd7f-b1f191409a88 · outbound

This paper cites Asynchronous distributed admm for large-scale optimization—part i: Algorithm and convergence analysis,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Asynchronous distributed admm for large-scale optimization—part i: Algorithm and convergence analysis,

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1b14ed67-056b-4a3c-bb8d-54f9fdf7de85 · outbound

This paper cites Communication-censored linearized admm for decentralized consensus optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Communication-censored linearized admm for decentralized consensus optimization,

Reference 14

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a0e0328e-1c78-468b-8a71-8ae6a8e98f0c · outbound

This paper cites Admm based privacy-preserving decentralized optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Admm based privacy-preserving decentralized optimization,

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8389f86a-a7a1-4fd1-9f8c-4b5a9e10b5e7 · outbound

This paper cites On the linear convergence of the admm in decentralized consensus optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates On the linear convergence of the admm in decentralized consensus optimization,

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2eae2984-aea4-4f75-a8eb-9fb98ad3f5ed · outbound

This paper cites Asynchronous distributed optimization over lossy networks via relaxed admm: Stability and linear convergence,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Asynchronous distributed optimization over lossy networks via relaxed admm: Stability and linear convergence,

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a7ced575-c232-4080-8ddd-999595b6b6fd · outbound

This paper cites Perturbed proximal primal–dual algorithm for nonconvex nonsmooth optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Perturbed proximal primal–dual algorithm for nonconvex nonsmooth optimization,

Reference 18

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation da8d162f-6126-4f30-98e4-f592682fd51c · outbound

This paper cites Linear con- vergence of first-and zeroth-order primal–dual algorithms for distributed nonconvex optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Linear con- vergence of first-and zeroth-order primal–dual algorithms for distributed nonconvex optimization,

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f613b673-2461-4def-a2f7-fb5ca2cdef95 · outbound

This paper cites Distributed learning in the nonconvex world: From batch data to streaming and beyond,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Distributed learning in the nonconvex world: From batch data to streaming and beyond,

Reference 20

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 09ad5617-0b3f-4c91-a501-eaa6734a59bb · outbound

This paper cites Distributed optimization over time-varying directed graphs,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Distributed optimization over time-varying directed graphs,

Reference 21

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation c0e24f0f-5078-4da0-ab99-722e23199a63 · outbound

This paper cites Achieving geometric convergence for distributed optimization over time-varying graphs,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Achieving geometric convergence for distributed optimization over time-varying graphs,

Reference 22

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 43762a21-2596-4a68-8bdf-9e353423af57 · outbound

This paper cites Terngrad: Ternary gradients to reduce communication in distributed deep learning,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Terngrad: Ternary gradients to reduce communication in distributed deep learning,

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 57fdd7be-6d12-4ff5-ad06-1be3e5a2ca03 · outbound

This paper cites Taming the wild: A unified analysis of hogwild-style algorithms,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Taming the wild: A unified analysis of hogwild-style algorithms,

Reference 24

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d25a1a63-4b2f-4620-83d5-2f91ebf5705a · outbound

This paper cites Large scale distributed deep networks,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Large scale distributed deep networks,

Reference 25

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 75e7b354-4535-4811-bf43-a43f1d8b2329 · outbound

This paper cites 1-bit stochastic gradient descent and its application to data-parallel distributed training of speech dnns.,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates 1-bit stochastic gradient descent and its application to data-parallel distributed training of speech dnns.,

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6a99e977-cefa-4632-97fc-76c4c01a626f · outbound

This paper cites Ef21: A new, simpler, theoretically better, and practically faster error feedback,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Ef21: A new, simpler, theoretically better, and practically faster error feedback,

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ac6af656-ab49-492f-a6d7-6337d0b00c89 · outbound

This paper cites An exact quantized decentralized gradient descent algorithm,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates An exact quantized decentralized gradient descent algorithm,

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:41.922026Z digest=sha256:6288df74771fa5df0aa09f8f3ea0e0b12d84f9b8966a0bff0f16e74f20371fea

Observation dfaa6074-83f7-428d-88a9-cb0e8fb23a08 · outbound

This paper cites On maintaining linear convergence of distributed learning and optimization under limited communication,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates On maintaining linear convergence of distributed learning and optimization under limited communication,

Reference 29

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raw_fallback, observed 2026-08-07T23:13:42.379093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation dfd53745-e4b3-4af9-9cab-db090a162e6a · outbound

This paper cites Linear convergent decentralized optimization with compression,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Linear convergent decentralized optimization with compression,

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a2bb4376-5188-4516-9c26-efba64c2eb56 · outbound

This paper cites Beer: Fast o(1/t) rate for decentralized nonconvex optimization with communication com- pression,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Beer: Fast o(1/t) rate for decentralized nonconvex optimization with communication com- pression,

Reference 31

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raw_fallback, observed 2026-08-07T23:13:42.351681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0540d0ef-bfda-4729-ac85-0fbfff93059b · outbound

This paper cites Decentralized stochastic op- timization and gossip algorithms with compressed communication,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Decentralized stochastic op- timization and gossip algorithms with compressed communication,

Reference 32

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raw_fallback, observed 2026-08-07T23:13:42.338700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 58627bb3-64ea-4f00-9ec9-373cbc667b69 · outbound

This paper cites Decentralized deep learning with arbitrary communication compression,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Decentralized deep learning with arbitrary communication compression,

Reference 33

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raw_fallback, observed 2026-08-07T23:13:42.324388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.942545Z digest=sha256:e1a4feae81ffd3bb9c21da0402adc046b2a5f417998f30db094188f445899339

Observation 01b638d9-8a76-4132-bcdd-4a65b7e57b65 · outbound

This paper cites DoCoM: Compressed Decentralized Optimization with Near-Optimal Sample Complexity.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates DoCoM: Compressed Decentralized Optimization with Near-Optimal Sample Complexity

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:41.946966Z digest=sha256:67a92fdd1718ffbfc40a25d0efe4b10969ecfe63d1ea5ec89b9b95909b750f13

Observation 3c39dfa3-214d-4cbd-8922-833981c88eda · outbound

This paper cites A Communication-Efficient Stochastic Gradient Descent Algorithm for Distributed Nonconvex Optimization.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates A Communication-Efficient Stochastic Gradient Descent Algorithm for Distributed Nonconvex Optimization

Reference 35

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verified exact
local_arxiv, observed 2026-08-07T23:13:42.140254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.951977Z digest=sha256:05e86ce05f55a3a01d8458007a2ba989de008e3d9b9407793c7f17ada995ba50

Observation 508123c8-c879-4d70-a935-cdae6cfa4eb9 · outbound

This paper cites A Stochastic Approximation Approach for Efficient Decentralized Optimization on Random Networks.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates A Stochastic Approximation Approach for Efficient Decentralized Optimization on Random Networks

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-07T23:13:42.119343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.957025Z digest=sha256:bde8f552800365f84756f03e1dcaa80ec349eb6d78f84d51b3d46b282c92bd84

Observation 63ab2ebb-22a2-4f25-a500-893d4f8bbc1f · outbound

This paper cites Distributed asynchronous constrained stochastic optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Distributed asynchronous constrained stochastic optimization,

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.309579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.961923Z digest=sha256:d2370b8aa9b936c479fe5467b18173c832627f41fe00af2cb513afb1bc49af55

Observation e0df81e2-bf6a-4ba2-bb46-169cc6aa5aca · outbound

This paper cites Dimix: Diminishing mixing for sloppy agents,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Dimix: Diminishing mixing for sloppy agents,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.295409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.966276Z digest=sha256:4d8bedfff092f47bbc92da74b95c0bbe1696034c24f12f6d850362701caf7384

Observation c51f6114-af1e-4a18-93f0-b5ee60383a83 · outbound

This paper cites Differential error feedback for communication-efficient decentralized optimization,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Differential error feedback for communication-efficient decentralized optimization,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.281594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.970512Z digest=sha256:b3785949624aab18e24486b9888e4007ee25573c6d03495afc4ce29e9a9d4472

Observation e9e3a8ad-850b-4742-adf0-525cf3735653 · outbound

This paper cites Finite-bit quantization for distributed algorithms with linear convergence,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Finite-bit quantization for distributed algorithms with linear convergence,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.268558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.975211Z digest=sha256:ca8f04df500ec79c5f164e280b85c19e711a61897160ade35c4dc10d2117a0fd

Observation bb785e4c-9d20-49d5-938a-19938c62ad44 · outbound

This paper cites Quantization for decentralized learning under subspace constraints,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Quantization for decentralized learning under subspace constraints,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.255422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.979253Z digest=sha256:f8888d9af66a640036626e74654f60c1f6200d06c90edc7402d24da242d68c39

Observation 1cdd7e70-6004-40e4-90c5-25475d5d1520 · outbound

This paper cites Next: In-network nonconvex optimiza- tion,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Next: In-network nonconvex optimiza- tion,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T23:13:41.983417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:41.983417Z digest=sha256:27e46eaad14d8d1a3e255e3e5e9f6bd9ddbc4c9212bbe7c394403f4caac68e6a

Observation 12b466cf-0438-4af7-b9cf-e485bf878c83 · outbound

This paper cites Nonlinear gossip,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Nonlinear gossip,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.231734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.987436Z digest=sha256:4065d09236da105a6a64d2fd710bad5e60ab24103082795356ebd9c3bf65fcaf

Observation ecc0b477-9026-4154-bbe4-e60c422203f5 · outbound

This paper cites A two-timescale primal-dual al- gorithm for decentralized optimization with compression,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates A two-timescale primal-dual al- gorithm for decentralized optimization with compression,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.217165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:41.992407Z digest=sha256:2051b41afa37884af347f75e8080bf6ad953af661ee99e190b22b43a2228f3f1

Observation 60209484-8c12-471d-857c-05598f8a3cf5 · outbound

This paper cites Nonlinear programming,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Nonlinear programming,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T23:13:41.996629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:41.996629Z digest=sha256:5d0dc71a8d63bd0fceae9e64bd80ec97c990f0039d38d4a8e6cd8d0c58dae71f

Observation 38e52eed-0495-40a9-b7fa-bbcc4791a3c7 · outbound

This paper cites Qsgd: Communication-efficient sgd via gradient quantization and encoding,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Qsgd: Communication-efficient sgd via gradient quantization and encoding,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.192065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:42.001075Z digest=sha256:4bb3a3a7c7d69610b84251b9215ac53c10b7a35b45670050aa1dffeb048c8b6c

Observation 83e06617-2535-400a-9631-d8f732844715 · outbound

This paper cites A Robust Compressed Push-Pull Method for Decentralized Nonconvex Optimization.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates A Robust Compressed Push-Pull Method for Decentralized Nonconvex Optimization

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T23:13:42.005482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:42.005482Z digest=sha256:b2ed58e5527fd2fcd5b46f2849ae4045b9f2b05ac76b7d11228314ab9990b667

Observation 6769baa5-67fc-4bd2-8b54-723d2458e913 · outbound

This paper cites Stochastic approximation with two time scales,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Stochastic approximation with two time scales,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T23:13:42.177726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:42.009863Z digest=sha256:7f0dded50140c8516b35b347faa9a89abc46cac0aba8594243703997995852da

Observation ef540b90-14cb-4b3a-8415-ecafbc731b1c · outbound

This paper cites Stochastic first-and zeroth-order methods for nonconvex stochastic programming,.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Stochastic first-and zeroth-order methods for nonconvex stochastic programming,

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T23:13:42.013974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:42.013974Z digest=sha256:60d51696125a1c606cd9b18c8732825b195720a666b451a669d57b2a62491a97

Observation d0f3443b-8aff-4ea1-9e56-103665da836e · outbound

This paper cites Linear Convergent Decentralized Optimization with Compression.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates Linear Convergent Decentralized Optimization with Compression

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-08-07T23:13:42.081908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T23:13:42.017905Z digest=sha256:4df9113c4e9f18c6812028cb7ab60a03d665fc442dc6c9aa0d6c10d74534cbbb

Observation b11f227e-8d72-4baa-af7d-bc8d7bb58325 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Decentralized Stochastic Optimization over Unreliable Networks via Two-timescales Updates SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 51

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unresolved
no resolver link, observed 2026-08-07T23:13:42.022429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:13:42.022429Z digest=sha256:059f3490b16eaffbf19fd5fa77998fe7505e95837c5767c56f57805b8e0ebc87

Pith citing papers

No inbound Pith citation observations are available.