37 citations · 65 across the 5 of their papers we have counts for
5 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…
SETGAN: Scale and Energy Trade-off GANs for Image Applications on Mobile Platforms
Nitthilan Kannappan Jayakodi, Janardhan Rao Doppa, Partha Pratim Pande
We consider the task of photo-realistic unconditional image generation (generate high quality, diverse samples that carry the same visual content as the image) on mobile platforms…
Trading-off Accuracy and Energy of Deep Inference on Embedded Systems: A Co-Design Approach
Nitthilan Kannappan Jayakodi, Anwesha Chatterjee, Wonje Choi +2
Deep neural networks have seen tremendous success for different modalities of data including images, videos, and speech. This success has led to their deployment in mobile and embe…
Effectiveness of Tree-based Ensembles for Anomaly Discovery: Insights, Batch and Streaming Active Learning
Shubhomoy Das, Md Rakibul Islam, Nitthilan Kannappan Jayakodi +1
In many real-world AD applications including computer security and fraud prevention, the anomaly detector must be configurable by the human analyst to minimize the effort on false…
Active Anomaly Detection via Ensembles
Shubhomoy Das, Md Rakibul Islam, Nitthilan Kannappan Jayakodi +1
In critical applications of anomaly detection including computer security and fraud prevention, the anomaly detector must be configurable by the analyst to minimize the effort on f…