14 citations · 56 across the 17 of their papers we have counts for
4 papers
Uncertainty-Aware Search Framework for Multi-Objective Bayesian Optimization
Syrine Belakaria, Aryan Deshwal, Nitthilan Kannappan Jayakodi +1
We consider the problem of multi-objective (MO) blackbox optimization using expensive function evaluations, where the goal is to approximate the true Pareto set of solutions while…
Online Adaptive Learning for Runtime Resource Management of Heterogeneous SoCs
Sumit K. Mandal, Umit Y. Ogras, Janardhan Rao Doppa +3
Dynamic resource management has become one of the major areas of research in modern computer and communication system design due to lower power consumption and higher performance d…
Design-Space Exploration and Optimization of an Energy-Efficient and Reliable 3D Small-world Network-on-Chip
Sourav Das, Janardhan Rao Doppa, Partha Pratim Pande +1
A three-dimensional (3D) Network-on-Chip (NoC) enables the design of high performance and low power many-core chips. Existing 3D NoCs are inadequate for meeting the ever-increasing…
Output Space Search for Structured Prediction
Janardhan Rao Doppa, Alan Fern, Prasad Tadepalli
We consider a framework for structured prediction based on search in the space of complete structured outputs. Given a structured input, an output is produced by running a time-bou…