Picture for Pranay Sharma

Pranay Sharma

What Is Missing in IRM Training and Evaluation? Challenges and Solutions

Mar 04, 2023
Yihua Zhang, Pranay Sharma, Parikshit Ram, Mingyi Hong, Kush Varshney, Sijia Liu

Figure 1 for What Is Missing in IRM Training and Evaluation? Challenges and Solutions

Figure 2 for What Is Missing in IRM Training and Evaluation? Challenges and Solutions

Figure 3 for What Is Missing in IRM Training and Evaluation? Challenges and Solutions

Figure 4 for What Is Missing in IRM Training and Evaluation? Challenges and Solutions

* Accepted to Eleventh International Conference on Learning Representations (ICLR 2023)

Access Paper or Ask Questions

Federated Minimax Optimization with Client Heterogeneity

Feb 09, 2023
Pranay Sharma, Rohan Panda, Gauri Joshi

Figure 1 for Federated Minimax Optimization with Client Heterogeneity

Figure 2 for Federated Minimax Optimization with Client Heterogeneity

Figure 3 for Federated Minimax Optimization with Client Heterogeneity

Figure 4 for Federated Minimax Optimization with Client Heterogeneity

* 52 pages, 8 figures

Access Paper or Ask Questions

FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning

Jul 28, 2022
Divyansh Jhunjhunwala, Pranay Sharma, Aushim Nagarkatti, Gauri Joshi

Figure 1 for FedVARP: Tackling the Variance Due to Partial Client Participation in Federated Learning

* Accepted to UAI 2022

Access Paper or Ask Questions

Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling

Jun 21, 2022
Sajad Khodadadian, Pranay Sharma, Gauri Joshi, Siva Theja Maguluri

Figure 1 for Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling

Figure 2 for Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling

* 69 pages, 1 figure, accepted to ICML 2022 for long presentation

Access Paper or Ask Questions

Federated Minimax Optimization: Improved Convergence Analyses and Algorithms

Mar 09, 2022
Pranay Sharma, Rohan Panda, Gauri Joshi, Pramod K. Varshney

Figure 1 for Federated Minimax Optimization: Improved Convergence Analyses and Algorithms

Figure 2 for Federated Minimax Optimization: Improved Convergence Analyses and Algorithms

Figure 3 for Federated Minimax Optimization: Improved Convergence Analyses and Algorithms

Figure 4 for Federated Minimax Optimization: Improved Convergence Analyses and Algorithms

* 52 pages, 4 figures

Access Paper or Ask Questions