no code implementations • ICML 2020 • Subho Banerjee, Saurabh Jha, Zbigniew Kalbarczyk, Ravishankar Iyer
The problem of scheduling of workloads onto heterogeneous processors (e. g., CPUs, GPUs, FPGAs) is of fundamental importance in modern datacenters.
no code implementations • 14 Jan 2025 • Archit Patke, Dhemath Reddy, Saurabh Jha, Chandra Narayanaswami, Zbigniew Kalbarczyk, Ravishankar Iyer
Large language model (LLM) serving is becoming an increasingly important workload for cloud providers.
no code implementations • 5 Jun 2024 • Archit Patke, Dhemath Reddy, Saurabh Jha, Haoran Qiu, Christian Pinto, Shengkun Cui, Chandra Narayanaswami, Zbigniew Kalbarczyk, Ravishankar Iyer
$ $Large language models (LLMs) have become an increasingly important workload for cloud providers catering to both enterprise and consumer applications.
no code implementations • 2 Feb 2024 • Weichao Mao, Haoran Qiu, Chen Wang, Hubertus Franke, Zbigniew Kalbarczyk, Tamer Başar
No-regret learning has a long history of being closely connected to game theory.
no code implementations • 2 Jun 2022 • Saurabh Jha, Shengkun Cui, Zbigniew Kalbarczyk, Ravishankar K. Iyer
In this work, we propose a safety threat indicator (STI) using counterfactual reasoning to estimate the importance of each actor on the road with respect to its influence on the AV's safety.
no code implementations • 19 Oct 2021 • Saurabh Jha, Yan Miao, Zbigniew Kalbarczyk, Ravishankar K. Iyer
Driving in a dynamic environment that consists of other actors is inherently a risky task as each actor influences the driving decision and may significantly limit the number of choices in terms of navigation and safety plan.
no code implementations • 14 Dec 2020 • Archit Patke, Saurabh Jha, Haoran Qiu, Jim Brandt, Ann Gentile, Joe Greenseid, Zbigniew Kalbarczyk, Ravishankar Iyer
Netscope has a lower training cost and accurately estimates the impact of congestion on application runtime with a correlation between 0. 7and 0. 9 for common scientific applications.
Distributed, Parallel, and Cluster Computing Networking and Internet Architecture
no code implementations • 24 Apr 2020 • Saurabh Jha, Shengkun Cui, Subho S. Banerjee, Timothy Tsai, Zbigniew Kalbarczyk, Ravi Iyer
Ensuring the safety of autonomous vehicles (AVs) is critical for their mass deployment and public adoption.