Dinesh Garg

A Robust UCB Scheme for Active Learning in Regression from Strategic Crowds

2016 · arXiv (Cornell University)

We study the problem of training an accurate linear regression model by procuring labels from multiple noisy crowd annotators, under a budget constraint. We propose a Bayesian model for linear regression in crowdsourcing and use …

Deep Domain Adaptation under Label Scarcity

2020

The goal behind Domain Adaptation (DA) is to leverage the labeled examples from a source domain to infer an accurate model for a target domain where labels are not available or in scarce at the …

Towards a Semantic Information Theory (Introducing Quantum Corollas)

2022 · arXiv (Cornell University)

The field of Information Theory is founded on Claude Shannon's seminal ideas relating to entropy. Nevertheless, his well-known avoidance of meaning (Shannon, 1948) still persists to this day, so that Information Theory remains poorly connected …