GJ
Gauri Joshi
cs.LGcs.DCstat.MLcs.ITmath.ITcs.PFmath.OCcs.AIcs.SYeess.SY
On Valency
published · living versionsW_u7fa5rax·v1 · currentpublished
MLSys: The New Frontier of Machine Learning Systems
with Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen +64
1 version
Preprints & journals
67 papers in the corpus · 2012–2025MATCHA: Speeding Up Decentralized SGD via Matching Decomposition Sampling1905.09435v3 · Jianyu Wang, Anit Kumar Sahu, Zhouyi Yang et al.2019 · 148 citationsarXiv
Improving the Convergence of Private Shuffled Gradient Methods with Public Data2502.03652v2 · Shuli Jiang, Pranay Sharma, Zhiwei Steven Wu et al.2025 · 0 citationsarXiv
Internal Planning in Language Models: Characterizing Horizon and Branch Awareness2509.25260v2 · Muhammed Ustaomeroglu, Baris Askin, Gauri Joshi et al.2025 · 0 citationsarXiv
Ravan: Multi-Head Low-Rank Adaptation for Federated Fine-Tuning2506.05568v2 · Arian Raje, Baris Askin, Divyansh Jhunjhunwala et al.2025 · 1 citationarXiv
ProxRouter: Proximity-Weighted LLM Query Routing for Improved Robustness to Outliers2510.09852v1 · Shivam Patel, Neharika Jali, Ankur Mallick et al.2025 · 0 citationsarXiv
Adaptive Federated Learning via Dynamical System Model2510.04203v1 · Aayushya Agarwal, Larry Pileggi, Gauri Joshi2025 · 0 citationsarXiv
Natural Policy Gradient for Average Reward Non-Stationary RL2504.16415v1 · Neharika Jali, Eshika Pathak, Pranay Sharma et al.2025 · 0 citationsarXiv
Nonlinear Stochastic Gradient Descent and Heavy-tailed Noise: A Unified Framework and High-probability Guarantees2410.13954v2 · Aleksandar Armacki, Shuhua Yu, Pranay Sharma et al.2024 · 0 citationsarXiv
Optimized Tradeoffs for Private Prediction with Majority Ensembling2411.17965v1 · Shuli Jiang, Qiuyi (Richard) Zhang, Gauri Joshi2024 · 0 citationsarXiv
Federated Stochastic Approximation under Markov Noise and Heterogeneity: Applications in Reinforcement Learning2206.10185v2 · Sajad Khodadadian, Pranay Sharma, Gauri Joshi et al.2022 · 12 citationsarXiv
FedECADO: A Dynamical System Model of Federated Learning2410.09933v1 · Aayushya Agarwal, Gauri Joshi, Larry Pileggi2024 · 0 citationsarXiv
Erasure Coded Neural Network Inference via Fisher Averaging2409.01420v1 · Divyansh Jhunjhunwala, Neharika Jali, Gauri Joshi et al.2024 · 1 citationarXiv
High-probability Convergence Bounds for Nonlinear Stochastic Gradient Descent Under Heavy-tailed Noise2310.18784v7 · Aleksandar Armacki, Pranay Sharma, Gauri Joshi et al.2023 · 0 citationsarXiv
Efficient Reinforcement Learning for Routing Jobs in Heterogeneous Queueing Systems2402.01147v2 · Neharika Jali, Guannan Qu, Weina Wang et al.2024 · 0 citationsarXiv
FedFisher: Leveraging Fisher Information for One-Shot Federated Learning2403.12329v1 · Divyansh Jhunjhunwala, Shiqiang Wang, Gauri Joshi2024 · 2 citationsarXiv
Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models2401.06432v2 · Yae Jee Cho, Luyang Liu, Zheng Xu et al.2024 · 70 citationsarXiv
Federated Offline Reinforcement Learning: Collaborative Single-Policy Coverage Suffices2402.05876v1 · Jiin Woo, Laixi Shi, Gauri Joshi et al.2024 · 0 citationsarXiv
The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond2305.10697v2 · Jiin Woo, Gauri Joshi, Yuejie Chi2023 · 4 citationsarXiv
Correlation Aware Sparsified Mean Estimation Using Random Projection2310.18868v1 · Shuli Jiang, Pranay Sharma, Gauri Joshi2023 · 0 citationsarXiv
Local or Global: Selective Knowledge Assimilation for Federated Learning with Limited Labels2307.08809v1 · Yae Jee Cho, Gauri Joshi, Dimitrios Dimitriadis2023 · 11 citationsarXiv
FedExP: Speeding Up Federated Averaging via Extrapolation2301.09604v2 · Divyansh Jhunjhunwala, Shiqiang Wang, Gauri Joshi2023 · 7 citationsarXiv
Federated Learning under Distributed Concept Drift2206.00799v2 · Ellango Jothimurugesan, Kevin Hsieh, Jianyu Wang et al.2022 · 14 citationsarXiv
Federated Minimax Optimization with Client Heterogeneity2302.04249v2 · Pranay Sharma, Rohan Panda, Gauri Joshi2023 · 0 citationsarXiv
On the Convergence of Federated Averaging with Cyclic Client Participation2302.03109v1 · Yae Jee Cho, Pranay Sharma, Gauri Joshi et al.2023 · 7 citationsarXiv
Maximizing Global Model Appeal in Federated Learning2205.14840v2 · Yae Jee Cho, Divyansh Jhunjhunwala, Tian Li et al.2022 · 3 citationsarXiv
Tackling Heterogeneous Traffic in Multi-access Systems via Erasure Coded Servers2207.03983v2 · Tuhinangshu Choudhury, Weina Wang, Gauri Joshi2022 · 4 citationsarXiv
FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning2207.14130v1 · Divyansh Jhunjhunwala, Pranay Sharma, Aushim Nagarkatti et al.2022 · 7 citationsarXiv
On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data2206.04723v1 · Jianyu Wang, Rudrajit Das, Gauri Joshi et al.2022 · 18 citationsarXiv
Federated Minimax Optimization: Improved Convergence Analyses and Algorithms2203.04850v1 · Pranay Sharma, Rohan Panda, Gauri Joshi et al.2022 · 6 citationsarXiv
FedLite: A Scalable Approach for Federated Learning on Resource-constrained Clients2201.11865v2 · Jianyu Wang, Hang Qi, Ankit Singh Rawat et al.2022 · 8 citationsarXiv
Deep Kernels with Probabilistic Embeddings for Small-Data Learning1910.05858v2 · Ankur Mallick, Chaitanya Dwivedi, Bhavya Kailkhura et al.2019 · 3 citationsarXiv
Leveraging Spatial and Temporal Correlations in Sparsified Mean Estimation2110.07751v1 · Divyansh Jhunjhunwala, Ankur Mallick, Advait Gadhikar et al.2021 · 5 citationsarXiv
Personalized Federated Learning for Heterogeneous Clients with Clustered Knowledge Transfer2109.08119v1 · Yae Jee Cho, Jianyu Wang, Tarun Chiruvolu et al.2021 · 15 citationsarXiv
A Field Guide to Federated Optimization2107.06917v1 · Jianyu Wang, Zachary Charles, Zheng Xu et al.2021 · 167 citationsarXiv
Service Rate Region: A New Aspect of Coded Distributed System Design2009.01598v2 · Mehmet Aktas, Gauri Joshi, Swanand Kadhe et al.2020 · 25 citationsarXiv
Job Dispatching Policies for Queueing Systems with Unknown Service Rates2106.04707v2 · Tuhinangshu Choudhury, Gauri Joshi, Weina Wang et al.2021 · 19 citationsarXiv
Local Adaptivity in Federated Learning: Convergence and Consistency2106.02305v1 · Jianyu Wang, Zheng Xu, Zachary Garrett et al.2021 · 20 citationsarXiv
Advances and Open Problems in Federated Learning1912.04977v3 · Peter Kairouz, H. Brendan McMahan, Brendan Avent et al.2019 · 6,306 citationsarXiv
Adaptive Quantization of Model Updates for Communication-Efficient Federated Learning2102.04487v1 · Divyansh Jhunjhunwala, Advait Gadhikar, Gauri Joshi et al.2021 · 121 citationsarXiv
A Unified Approach to Translate Classical Bandit Algorithms to the Structured Bandit Setting1810.08164v7 · Samarth Gupta, Shreyas Chaudhari, Subhojyoti Mukherjee et al.2018 · 18 citationsIEEE Journal on Selected Areas of Information Theory 2020
Synergy via Redundancy: Adaptive Replication Strategies and Fundamental Limits2012.13608v1 · Gauri Joshi, Dhruva Kaushal2020 · 7 citationsarXiv
Bandit-based Communication-Efficient Client Selection Strategies for Federated Learning2012.08009v1 · Yae Jee Cho, Samarth Gupta, Gauri Joshi et al.2020 · 73 citationsarXiv
Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies2010.01243v1 · Yae Jee Cho, Jianyu Wang, Gauri Joshi2020 · 269 citationsarXiv
Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning2007.10800v1 · Ankur Mallick, Chaitanya Dwivedi, Bhavya Kailkhura et al.2020 · 6 citationsarXiv
Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization2007.07481v1 · Jianyu Wang, Qinghua Liu, Hao Liang et al.2020 · 576 citationsarXiv
Slow and Stale Gradients Can Win the Race2003.10579v1 · Sanghamitra Dutta, Jianyu Wang, Gauri Joshi2020 · 38 citationsarXiv
Machine Learning on Volatile Instances2003.05649v1 · Xiaoxi Zhang, Jianyu Wang, Gauri Joshi et al.2020 · 17 citationsarXiv
Overlap Local-SGD: An Algorithmic Approach to Hide Communication Delays in Distributed SGD2002.09539v1 · Jianyu Wang, Hao Liang, Gauri Joshi2020 · 40 citationsarXiv
MLSys: The New Frontier of Machine Learning Systems1904.03257v3 · Alexander Ratner, Dan Alistarh, Gustavo Alonso et al.2019 · 20 citationsarXivon Valency
Rateless Codes for Near-Perfect Load Balancing in Distributed Matrix-Vector Multiplication1804.10331v5 · Ankur Mallick, Malhar Chaudhari, Utsav Sheth et al.2018 · 117 citationsarXiv
Career total: 125 works. 67 are in this corpus.Showing the 50 most recent.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.