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cs.LG2025
One-bit Compressed Sensing using Generative Models
Swatantra Kafle, Geethu Joseph, Pramod K. Varshney
This paper addresses the classical problem of one-bit compressed sensing using a deep learning-based reconstruction algorithm that leverages a trained generative model to enhance t…
cs.LG2021
A Scalable Algorithm for Anomaly Detection via Learning-Based Controlled Sensing
Geethu Joseph, M. Cenk Gursoy, Pramod K. Varshney
We address the problem of sequentially selecting and observing processes from a given set to find the anomalies among them. The decision-maker observes one process at a time and ob…
cs.LG2021
Anomaly Detection via Controlled Sensing and Deep Active Inference
Geethu Joseph, Chen Zhong, M. Cenk Gursoy +2
In this paper, we address the anomaly detection problem where the objective is to find the anomalous processes among a given set of processes. To this end, the decision-making agen…