Paper Citation Record · LEDGER

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity

As of 7 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 1 inbound Pith citation observation for arXiv:2506.09438.

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

pith.paper-citation-record.v1
2506.09438 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:57:00.549597Z

measured 55 of 55 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:52:25.644684Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T09:41:04.277365Z

Reference resolution

54 of 54 outbound references displayed

verified exact1
verified fuzzy40
unresolved13
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc176cda-4089-4c9c-9ac2-1bf684105c61 · outbound

This paper cites Generalization guarantee of decentralized learning with heterogeneous data,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Generalization guarantee of decentralized learning with heterogeneous data,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.086505Z

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.

Observation f08650e7-b3e3-4205-87bf-28da33fb46eb · outbound

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

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Communication-efficient learning of deep networks from decentralized data,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.077568Z

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.

Observation 31bee5e6-23d3-4456-8f7f-2919d4336e81 · outbound

This paper cites Accelerating hybrid federated learning convergence under partial participation,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Accelerating hybrid federated learning convergence under partial participation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.068221Z

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.

Observation 959af3b4-fdfb-4705-b500-1e640b194573 · outbound

This paper cites Fedpd: A federated learning framework with adaptivity to non-iid data,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Fedpd: A federated learning framework with adaptivity to non-iid data,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.059315Z

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.

Observation c8e55020-5049-40cb-b596-85dec7c15727 · outbound

This paper cites Byzantine-robust and communication-efficient personalized federated learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Byzantine-robust and communication-efficient personalized federated learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.050590Z

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.

Observation 6eab6b35-6e71-4edb-98ae-55340d99a66b · outbound

This paper cites Locally differentially pri- vate online federated learning with correlated noise,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Locally differentially pri- vate online federated learning with correlated noise,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.041459Z

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.

Observation 4280eb54-e6d2-4def-aba7-d96a1fa3d10f · outbound

This paper cites Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.408648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4009403d-3272-41a1-b18c-7244ac1d83d7 · outbound

This paper cites Can fairness and robustness be simultaneously achieved under Byzantine attacks?.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Can fairness and robustness be simultaneously achieved under Byzantine attacks?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.032771Z

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.

Observation 88c17c0d-3b7d-46fb-808d-9fb7f9cffaa8 · outbound

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

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Distributed subgradient methods for multi- agent optimization,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.414981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 547d2cb7-efc7-4e7b-ba5e-948ef05dac68 · outbound

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

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Can decentralized algorithms outperform centralized algorithms? A case study for decentralized parallel stochastic gradient descent,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.018964Z

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.

Observation dcce3753-ec04-4409-9ead-3e1e6fd5d5c7 · outbound

This paper cites From Centralized to Decentralized Federated Learning: Theoretical Insights, Privacy Preservation, and Robustness Challenges.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity From Centralized to Decentralized Federated Learning: Theoretical Insights, Privacy Preservation, and Robustness Challenges

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.420534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb63109-68c9-446d-80b8-bced304f8554 · outbound

This paper cites The effectiveness of local updates for decentralized learning under data heterogeneity,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity The effectiveness of local updates for decentralized learning under data heterogeneity,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.423928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e5a32ba-c7b2-402a-abca-1bdb21959eb3 · outbound

This paper cites On the convergence of decentralized stochastic gradient descent with biased gradients,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity On the convergence of decentralized stochastic gradient descent with biased gradients,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.426585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed8de704-131b-44c6-baeb-e1d6b92a7d1a · outbound

This paper cites Removing data heterogene- ity influence enhances network topology dependence of decentralized SGD,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Removing data heterogene- ity influence enhances network topology dependence of decentralized SGD,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:01.000114Z

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.

Observation 7fd6e004-f46a-4d33-b92a-732eb43e3e22 · outbound

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

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity A unified theory of decentralized SGD with changing topology and local updates,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.991130Z

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.

Observation 5937afef-6ca4-4ac4-8e22-65adbd25bdb7 · outbound

This paper cites An improved convergence analysis for decentralized online stochastic non-convex optimization,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity An improved convergence analysis for decentralized online stochastic non-convex optimization,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.435201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a34d483f-149e-4e50-a194-dd54c3e0abc4 · outbound

This paper cites On the decentralized stochastic gradient descent with Markov chain sampling,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity On the decentralized stochastic gradient descent with Markov chain sampling,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.977249Z

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.

Observation f9e5285d-64aa-4362-b8ab-f7dad7344df1 · outbound

This paper cites A unified and refined convergence analysis for non-convex decentralized learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity A unified and refined convergence analysis for non-convex decentralized learning,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.441305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d78b37a-a976-4e02-b6ed-c61ae5dd9cd2 · outbound

This paper cites The Byzantine generals problem,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity The Byzantine generals problem,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.444314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e19efc5c-0d6c-472f-ad63-df2cd9f2c2cc · outbound

This paper cites Bridge: Byzantine-resilient decen- tralized gradient descent,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Bridge: Byzantine-resilient decen- tralized gradient descent,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.447143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 065fab8f-377a-404a-83a2-12296d7be9e6 · outbound

This paper cites Byzantine-resilient decentralized stochas- tic optimization with robust aggregation rules,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Byzantine-resilient decentralized stochas- tic optimization with robust aggregation rules,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.450130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80743c0-5637-446f-8f7a-89671c6837c1 · outbound

This paper cites Byzantine-Robust Decentralized Learning via ClippedGossip.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Byzantine-Robust Decentralized Learning via ClippedGossip

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.453039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adb97c0e-64f3-4662-b74f-8a5ec2c66066 · outbound

This paper cites Byzantine-robust decentralized learning via remove-then-clip aggregation,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Byzantine-robust decentralized learning via remove-then-clip aggregation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.947914Z

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.

Observation 786be14f-c804-4a71-8384-839a41b03a28 · outbound

This paper cites On the tradeoff between privacy preserva- tion and Byzantine-robustness in decentralized learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity On the tradeoff between privacy preserva- tion and Byzantine-robustness in decentralized learning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.939261Z

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.

Observation d5318457-fa0c-424c-ae84-ee83f37f121e · outbound

This paper cites Train faster, generalize better: Stability of stochastic gradient descent,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Train faster, generalize better: Stability of stochastic gradient descent,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.930326Z

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.

Observation e01f4c61-bd92-4231-8d90-6b805be66ed2 · outbound

This paper cites Stability and generalization,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Stability and generalization,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.465594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84b3e85e-8c37-498e-a8a3-406c0d6cf2ff · outbound

This paper cites Stability of SGD: Tightness analysis and improved bounds,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Stability of SGD: Tightness analysis and improved bounds,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.916435Z

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.

Observation 04a8a892-0e7c-4aba-9ce6-9e5311cb2bf8 · outbound

This paper cites Three-way trade-off in multi-objective learning: Optimization, generalization and conflict- avoidance,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Three-way trade-off in multi-objective learning: Optimization, generalization and conflict- avoidance,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.908260Z

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.

Observation b1a251d9-485a-4bf9-a540-8d1652fc2dec · outbound

This paper cites Generalization of geometric graph neural networks with Lipschitz loss functions,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Generalization of geometric graph neural networks with Lipschitz loss functions,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.899664Z

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.

Observation 455afba7-ee9e-4e8e-a2f4-2c8b4cdc04a5 · outbound

This paper cites Data-dependent stability of stochastic gradient descent,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Data-dependent stability of stochastic gradient descent,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.891128Z

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.

Observation 6996116e-ce35-4f70-93d7-43f8a05c4414 · outbound

This paper cites Fine-grained analysis of stability and generalization for stochastic gradient descent,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Fine-grained analysis of stability and generalization for stochastic gradient descent,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.882780Z

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.

Observation d3c3a9f7-6a14-4cc6-ad68-dc034cec8db9 · outbound

This paper cites Stability and generalization of decen- tralized stochastic gradient descent,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Stability and generalization of decen- tralized stochastic gradient descent,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.874504Z

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.

Observation 4c361aab-8577-489e-b89f-63bcfaa48f0b · outbound

This paper cites Stability-based generalization analysis of the asynchronous decentralized SGD,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Stability-based generalization analysis of the asynchronous decentralized SGD,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.865957Z

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.

Observation ef10a1e4-8be2-44bf-9c67-8117b8888454 · outbound

This paper cites Topology- aware generalization of decentralized SGD,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Topology- aware generalization of decentralized SGD,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.857339Z

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.

Observation dae09388-c465-4968-9467-ae3f9309736b · outbound

This paper cites Improved stability and generalization guarantees of the decentralized SGD algorithm,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Improved stability and generalization guarantees of the decentralized SGD algorithm,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.848875Z

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.

Observation 5933fcb6-f76a-4ebe-a998-fe8d057619f2 · outbound

This paper cites On the generalization error of Byzantine-resilient decentralized learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity On the generalization error of Byzantine-resilient decentralized learning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.840550Z

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.

Observation 81b6049c-c682-4bae-9e6c-0652de567049 · outbound

This paper cites Generalization error matters in decentralized learning under Byzantine attacks,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Generalization error matters in decentralized learning under Byzantine attacks,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.832013Z

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.

Observation 36a1fa0e-68c1-486c-bf36-b726c2f47d3d · outbound

This paper cites The non-iid data quagmire of decentralized machine learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity The non-iid data quagmire of decentralized machine learning,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.823374Z

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.

Observation 1a9afb4f-962a-4433-b70c-1e0ff2f43fb4 · outbound

This paper cites Understanding generalization of federated learning via stability: Heterogeneity matters,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Understanding generalization of federated learning via stability: Heterogeneity matters,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.814933Z

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.

Observation f29caf17-ba71-46fe-a4b0-0655794e55fe · outbound

This paper cites The tradeoffs of large scale learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity The tradeoffs of large scale learning,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.805636Z

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.

Observation 69a6663d-b33c-4505-b66d-6422b392978a · outbound

This paper cites Stability and generalization of asynchronous sgd: Sharper bounds beyond lipschitz and smoothness,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Stability and generalization of asynchronous sgd: Sharper bounds beyond lipschitz and smoothness,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.796688Z

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.

Observation 2d9efaa3-470b-4d76-b5ad-6614d8505449 · outbound

This paper cites On the geometric convergence of Byzantine-resilient distributed optimization algorithms,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity On the geometric convergence of Byzantine-resilient distributed optimization algorithms,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.788306Z

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.

Observation 08bcb135-9d9a-48a1-b32c-e8d56496164e · outbound

This paper cites Towards the robust small-signal stability region of power systems under perturbations such as uncertain and volatile wind generation,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Towards the robust small-signal stability region of power systems under perturbations such as uncertain and volatile wind generation,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.779028Z

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.

Observation c55108f7-cc45-4e08-922b-a078a25496ad · outbound

This paper cites Robust state estimation for linear systems under distributional uncertainty,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Robust state estimation for linear systems under distributional uncertainty,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.770521Z

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.

Observation 3543bfd2-e716-40e9-8e86-86a1f2c7156d · outbound

This paper cites Sparse stable outlier-robust signal recovery under Gaussian noise,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Sparse stable outlier-robust signal recovery under Gaussian noise,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.761947Z

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.

Observation 57218d78-ad00-46bd-a99d-15aa86cfc196 · outbound

This paper cites Robustly stable signal recovery in com- pressed sensing with structured matrix perturbation,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Robustly stable signal recovery in com- pressed sensing with structured matrix perturbation,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.753144Z

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.

Observation 642284e2-8fc6-440e-9217-c17d52f7024f · outbound

This paper cites Stability and generalization for minibatch SGD and local SGD,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Stability and generalization for minibatch SGD and local SGD,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:00.529049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91036e39-587b-4238-8431-31c1c28ebac9 · outbound

This paper cites Learn- ing bounds for domain adaptation,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Learn- ing bounds for domain adaptation,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.743359Z

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.

Observation 78c61a91-5ffa-4b15-825e-d5bdcdd8c8fb · outbound

This paper cites A novel domain adaptation theory with jensen–shannon divergence,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity A novel domain adaptation theory with jensen–shannon divergence,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.733375Z

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.

Observation 1f9d6ed5-d6d7-40aa-82d8-a6115deb4b89 · outbound

This paper cites Fine- tuning personalization in federated learning to mitigate adversarial clients,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Fine- tuning personalization in federated learning to mitigate adversarial clients,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.724153Z

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.

Observation 621851be-52ed-49c1-a4bf-f5b8aca16e09 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Federated optimization in heterogeneous networks,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.714903Z

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.

Observation 9cc02eaf-d33f-4b4c-859c-e540e83fab3c · outbound

This paper cites Sensitivity Curve Maximization: Attacking Robust Aggregators in Distributed Learning.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Sensitivity Curve Maximization: Attacking Robust Aggregators in Distributed Learning

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:57:00.581775Z

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.

Observation a38f9803-51e7-401d-b76c-306e08e86c10 · outbound

This paper cites A little is enough: Circumvent- ing defenses for distributed learning,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity A little is enough: Circumvent- ing defenses for distributed learning,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.705224Z

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.

Observation be027d82-1529-41ac-9763-862262c57574 · outbound

This paper cites Dual-domain defenses for Byzantine- resilient decentralized resource allocation,.

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity Dual-domain defenses for Byzantine- resilient decentralized resource allocation,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:00.695422Z

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.

Pith citing papers

Observation ce8f9de4-4d6e-47e9-82cd-23a75863fa26 · inbound

Stability and Generalization for Decentralized Markov SGD cites this paper.

Stability and Generalization for Decentralized Markov SGD Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:41:04.281962Z

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.