Paper Citation Record · LEDGER

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces

As of 15 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2509.05833.

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

pith.paper-citation-record.v1
2509.05833 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:02:48.078270Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy6
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 654cfd20-554f-40b7-8525-a9238cb01477 · outbound

This paper cites Cost-effective federated learning design.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces Cost-effective federated learning design

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:02:48.364205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 625ba224-9654-47ab-b3c2-e46493ae5d9b · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:48.014956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7894db2-efec-46ca-8dbe-0475c79c1553 · outbound

This paper cites A Survey on Data Markets.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces A Survey on Data Markets

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:48.046342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82ce952e-558f-4f15-9069-4aafbbe6a69c · outbound

This paper cites Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:02:48.257308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 84a5dd39-bc49-4542-9217-c68dabb1f0c6 · outbound

This paper cites DAVED: Data Acquisition via Experimental Design for Data Markets.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces DAVED: Data Acquisition via Experimental Design for Data Markets

Reference 2002

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:47.949464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f1c7b6-55ea-4b51-a9cf-fb76d22cea17 · outbound

This paper cites Fan Lai, Yinwei Dai, Sanjay Singapuram, Jiachen Liu, Xiangfeng Zhu, Harsha Madhyastha, and Mosharaf Chowdhury.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces Fan Lai, Yinwei Dai, Sanjay Singapuram, Jiachen Liu, Xiangfeng Zhu, Harsha Madhyastha, and Mosharaf Chowdhury

Reference 2009

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:02:48.628456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 006db136-bc3f-4173-a4ad-b9ead2893277 · outbound

This paper cites cc/paper_files/paper/2017/file/f4b9ec30ad9f68f89b29639786cb62ef-Paper.pdf.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces cc/paper_files/paper/2017/file/f4b9ec30ad9f68f89b29639786cb62ef-Paper.pdf

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:02:48.746303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6cd5155-daf5-4573-840d-d926e073039f · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces LEAF: A Benchmark for Federated Settings

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:47.794905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c93aa297-ec1e-433b-82b3-2369fb561e9b · outbound

This paper cites FedML: A Research Library and Benchmark for Federated Machine Learning.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces FedML: A Research Library and Benchmark for Federated Machine Learning

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:47.816288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 052c6369-36ce-4b9d-a142-d5714c7c91c7 · outbound

This paper cites martfl: Enabling utility-driven data marketplace with a robust and verifiable federated learning architecture.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces martfl: Enabling utility-driven data marketplace with a robust and verifiable federated learning architecture

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:02:48.539969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ee182862-1a6b-4824-a2f6-830312968f25 · outbound

This paper cites Learning question classifiers.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces Learning question classifiers

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:02:48.441494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation becf604f-a4e6-4b83-897f-c05fb712cd5e · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Benchmarking Robust Aggregation in Decentralized Gradient Marketplaces Adam: A Method for Stochastic Optimization

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T05:02:47.834959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.