Garrett, Zachary

1. Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
   2025/07/07 by Gheorghe Comanici, Comanici, Gheorghe, Eric Bieber +6844 · 8 voices · 1358 citations
   #cs.CL #cs.AI
2. Advances and Open Problems in Federated Learning
   2019/12/10 by Kairouz, Peter, McMahan, H. Brendan, Avent, Brendan +56 · 222 citations
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Adaptive Federated Optimization
   2020/02/29 by Reddi, Sashank, Charles, Zachary, Zaheer, Manzil +5 · 73 citations
   #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
4. Streaming DiLoCo with overlapping communication: Towards a Distributed Free Lunch
   2025/01/30 by Arthur Douillard, Yanislav Donchev, Douillard, Arthur +26 · 7 voices · 7 citations
   Computer Science · Social Sciences · #Multimedia Communication and Technology #Semantic Web and Ontologies #cs.CL
5. A Field Guide to Federated Optimization
   2021/07/14 by Jianyu Wang, Zachary Charles, Wang, Jianyu +103 · 15 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
6. Federated Reconstruction: Partially Local Federated Learning
   2021/02/05 by Karan Singhal, Hakim Sidahmed, Singhal, Karan +9 · 4 citations
   Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #Human Mobility and Location-Based Analysis
7. Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo
   2025/03/12 by Charles, Zachary, Teston, Gabriel, Dery, Lucio +5 · 7 citations
   #Computation and Language (cs.CL) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
8. On Large-Cohort Training for Federated Learning
   2021/06/15 by Zachary Charles, Zachary Garrett, Charles, Zachary +7 · 3 citations
   Computer Science · Decision Sciences · #Data Quality and Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
9. DrJAX: Scalable and Differentiable MapReduce Primitives in JAX
   2024/03/11 by Keith Rush, Rush, Keith, Zachary Charles +5 · 2 citations
   Computer Science · #Distributed #Distributed systems and fault tolerance #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
10. Local Adaptivity in Federated Learning: Convergence and Consistency
    2021/06/04 by Wang, Jianyu, Xu, Zheng, Garrett, Zachary +3 · 1 citation
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #and Cluster Computing (cs.DC)
11. Leveraging Function Space Aggregation for Federated Learning at Scale
    2023/11/17 by Nikita Dhawan, Nicole Mitchell, Dhawan, Nikita +7 · 1 citation
    Computer Science · #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques