On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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2 results for “FedSGD”

Statistical Limits and Efficient Algorithms for Differentially Private Federated Learningstat.ML

Improved federated learning methods for privacy and efficiency.

problem Privacy and efficiency trade-offs in federated learning.

method FedHybrid and FedNewton: improved federated learning algorithms.

result Achieved comparable accuracy to FedSGD with fewer communication rounds.

federated learning differential privacy federated M estimation FedAvg FedSGD

2026-05-18abs ↗pdf ↗

Incentivizing Truthful Collaboration in Heterogeneous Federated Learningcs.LG

Study on incentivizing truthfulness in federated learning with heterogeneous data.

problem Manipulated updates in federated learning due to data heterogeneity.

method Formulated a game-theoretic approach to prevent clients from misreporting their gradient updates.

result Developed a payment rule that provably disincentivizes sending modified updates in federated learning.

federated learning heterogeneous data game theory payment rule model performance

2024-12-01abs ↗pdf ↗