Awesome Large Language Models
📄
Papers
🧭
Topics
🔥
Trending
🗺️
Map
🏆
Leaderboards
🎓
Learn
🤖
Ask AI
⋯
More
👥
Authors
📚
Reading Packs
📊
Datasets
🛠️
Tools
📰
News
📝
Blogs
✉️
Newsletter
🎯
Research Radar
🔖
Saved
+ Add Paper
☾
☀
← authors
·
overview
Loading author…
🤖
Ask AI
Peter Richt\'arik — most-cited papers & profile · Large Language Models
← authors
·
overview
Peter Richt\'arik
50
papers ·
4931
citations
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Federated Learning: Strategies for Improving Communication Efficiency
2016 · 3050 citations
Federated Optimization: Distributed Machine Learning for On-Device Intelligence
2016 · 1655 citations
Lower Bounds and Optimal Algorithms for Personalized Federated Learning
2020 · 64 citations
Optimal Gradient Compression for Distributed and Federated Learning
2020 · 36 citations
A Unified Analysis of Stochastic Gradient Methods for Nonconvex Federated Optimization
2020 · 24 citations
Revisiting Stochastic Extragradient
2019 · 17 citations
MARINA: Faster Non-Convex Distributed Learning with Compression
2021 · 15 citations
From Local SGD to Local Fixed-Point Methods for Federated Learning
2020 · 10 citations
Local SGD: Unified Theory and New Efficient Methods
2020 · 10 citations
FedPAGE: A Fast Local Stochastic Gradient Method for Communication-Efficient Federated Learning
2021 · 8 citations
CANITA: Faster Rates for Distributed Convex Optimization with Communication Compression
2021 · 6 citations
BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression
2022 · 6 citations
Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top
2022 · 5 citations
Federated Learning with Regularized Client Participation
2023 · 5 citations
EF-BV: A Unified Theory of Error Feedback and Variance Reduction Mechanisms for Biased and Unbiased Compression in Distributed Optimization
2022 · 3 citations
Topics
Federated Learning
Communication
Optimization
Privacy
Data Heterogeneity
Adversarial Attacks
Security
cs.DC
cs.LG
cs.PF