Saurav Prakash

39 papers A* 2B 4Journal 30Unranked 3

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Distributed Perceptron under Bounded Staleness, Partial Participation, and Noisy Communication. CoRR Keval Jain, Anant Raj, Saurav Prakash, Girish Varma
2026	J	`jnl`	Federated Learning of Binary Neural Networks: Enabling Low-Cost Inference. CoRR Nitin Priyadarshini Shankar, Soham Lahiri, Sheetal Kalyani, Saurav Prakash
2025	J	`jnl`	AQUA: Attention via QUery mAgnitudes for Memory and Compute Efficient Inference in LLMs. CoRR Santhosh G. S, Saurav Prakash, Balaraman Ravindran
2025	J	`jnl`	Federated Nonlinear System Identification. CoRR Omkar Tupe, Max Hartman, Lav R. Varshney, Saurav Prakash
2025	J	`jnl`	SWAN: Sparse Winnowed Attention for Reduced Inference Memory via Decompression-Free KV-Cache Compression. CoRR Santhosh G. S, Saurav Prakash, Balaraman Ravindran
2024	J	`jnl`	ATP: Enabling Fast LLM Serving via Attention on Top Principal Keys. CoRR Yue Niu, Saurav Prakash, Salman Avestimehr
2024	A*	`conf`	All Rivers Run to the Sea: Private Learning with Asymmetric Flows. CVPR Yue Niu, Ramy E. Ali, Saurav Prakash, Salman Avestimehr
2024	J	`jnl`	Embracing Federated Learning: Enabling Weak Client Participation via Partial Model Training. CoRR Sunwoo Lee, Tuo Zhang, Saurav Prakash, Yue Niu, Salman Avestimehr
2024	J	`jnl`	Embracing Federated Learning: Enabling Weak Client Participation via Partial Model Training. IEEE Trans. Mob. Comput. Sunwoo Lee, Tuo Zhang, Saurav Prakash, Yue Niu, Salman Avestimehr
2024	J	`jnl`	Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls. Trans. Mach. Learn. Res. Saurav Prakash, Jin Sima, Chao Pan, Eli Chien, Olgica Milenkovic
2023	J	`jnl`	All Rivers Run to the Sea: Private Learning with Asymmetric Flows. CoRR Yue Niu, Ramy E. Ali, Saurav Prakash, Salman Avestimehr
2023	J	`jnl`	Federated Classification in Hyperbolic Spaces via Secure Aggregation of Convex Hulls. CoRR Saurav Prakash, Jin Sima, Chao Pan, Eli Chien, Olgica Milenkovic
2023	A*	`conf`	Machine Unlearning of Federated Clusters. ICLR Chao Pan, Jin Sima, Saurav Prakash, Vishal Rana, Olgica Milenkovic
2023	J	`jnl`	Overcoming Resource Constraints in Federated Learning: Large Models Can Be Trained with only Weak Clients. Trans. Mach. Learn. Res. Yue Niu, Saurav Prakash, Souvik Kundu, Sunwoo Lee, Salman Avestimehr
2023	J	`jnl`	Revisiting Sparsity Hunting in Federated Learning: Why does Sparsity Consensus Matter? Trans. Mach. Learn. Res. Sara Babakniya, Souvik Kundu, Saurav Prakash, Yue Niu, Salman Avestimehr
2022	J	`jnl`	Basil: A Fast and Byzantine-Resilient Approach for Decentralized Training. IEEE J. Sel. Areas Commun. Ahmed Roushdy Elkordy, Saurav Prakash, Salman Avestimehr
2022	J	`jnl`	CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning. IEEE/ACM Trans. Netw. Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani, Amir Salman Avestimehr
2022	J	`jnl`	Federated Learning of Large Models at the Edge via Principal Sub-Model Training. CoRR Yue Niu, Saurav Prakash, Souvik Kundu, Sunwoo Lee, Salman Avestimehr
2022	J	`jnl`	Federated Sparse Training: Lottery Aware Model Compression for Resource Constrained Edge. CoRR Sara Babakniya, Souvik Kundu, Saurav Prakash, Yue Niu, Salman Avestimehr
2022	J	`jnl`	Machine Unlearning of Federated Clusters. CoRR Chao Pan, Jin Sima, Saurav Prakash, Vishal Rana, Olgica Milenkovic
2021	J	`jnl`	Basil: A Fast and Byzantine-Resilient Approach for Decentralized Training. CoRR Ahmed Roushdy Elkordy, Saurav Prakash, Amir Salman Avestimehr
2021	J	`jnl`	Coded Computing for Low-Latency Federated Learning Over Wireless Edge Networks. IEEE J. Sel. Areas Commun. Saurav Prakash, Sagar Dhakal, Mustafa Riza Akdeniz, Yair Yona, Shilpa Talwar, Salman Avestimehr, Nageen Himayat
2020	J	`jnl`	Coded Computing for Distributed Graph Analytics. IEEE Trans. Inf. Theory Saurav Prakash, Amirhossein Reisizadeh, Ramtin Pedarsani, Amir Salman Avestimehr
2020	J	`jnl`	Coded Computing for Federated Learning at the Edge. CoRR Saurav Prakash, Sagar Dhakal, Mustafa Riza Akdeniz, Amir Salman Avestimehr, Nageen Himayat
2020	J	`jnl`	Coded Computing for Low-Latency Federated Learning over Wireless Edge Networks. CoRR Saurav Prakash, Sagar Dhakal, Mustafa Riza Akdeniz, Yair Yona, Shilpa Talwar, Salman Avestimehr, Nageen Himayat
2020	J	`jnl`	Coded Federated Learning. CoRR Sagar Dhakal, Saurav Prakash, Yair Yona, Shilpa Talwar, Nageen Himayat
2020	B	`conf`	Hierarchical Coded Gradient Aggregation for Learning at the Edge. ISIT Saurav Prakash, Amirhossein Reisizadeh, Ramtin Pedarsani, Amir Salman Avestimehr
2020	J	`jnl`	Mitigating Byzantine Attacks in Federated Learning. CoRR Saurav Prakash, Amir Salman Avestimehr
2019	J	`jnl`	A Pre-defined Sparse Kernel Based Convolution for Deep CNNs. CoRR Souvik Kundu, Saurav Prakash, Haleh Akrami, Peter A. Beerel, Keith M. Chugg
2019	J	`jnl`	Coded Computation Over Heterogeneous Clusters. IEEE Trans. Inf. Theory Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani, Amir Salman Avestimehr
2019	—	`conf`	Coded Computing for Distributed Machine Learning in Wireless Edge Network. VTC Fall Sagar Dhakal, Saurav Prakash, Yair Yona, Shilpa Talwar, Nageen Himayat
2019	—	`conf`	Coded Federated Learning. GLOBECOM Workshops Sagar Dhakal, Saurav Prakash, Yair Yona, Shilpa Talwar, Nageen Himayat
2019	J	`jnl`	CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning. CoRR Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani, Amir Salman Avestimehr
2019	B	`conf`	Tree Gradient Coding. ISIT Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani, Amir Salman Avestimehr
2019	—	`conf`	pSConv: A Pre-defined S parse Kernel Based Convolution for Deep CNNs. Allerton Souvik Kundu, Saurav Prakash, Haleh Akrami, Peter A. Beerel, Keith M. Chugg
2018	B	`conf`	Coded Computing for Distributed Graph Analytics. ISIT Saurav Prakash, Amirhossein Reisizadeh, Ramtin Pedarsani, Amir Salman Avestimehr
2018	J	`jnl`	Coded Computing for Distributed Graph Analytics. CoRR Saurav Prakash, Amirhossein Reisizadeh, Ramtin Pedarsani, Salman Avestimehr
2017	J	`jnl`	Coded Computation over Heterogeneous Clusters. CoRR Amirhossein Reisizadehmobarakeh, Saurav Prakash, Ramtin Pedarsani, Salman Avestimehr
2017	B	`conf`	Coded computation over heterogeneous clusters. ISIT Amirhossein Reisizadeh, Saurav Prakash, Ramtin Pedarsani, Salman Avestimehr