Search Results for author: Etash Guha

Found 3 papers, 1 papers with code

Conformal Prediction via Regression-as-Classification

no code implementations12 Apr 2024 Etash Guha, Shlok Natarajan, Thomas Möllenhoff, Mohammad Emtiyaz Khan, Eugene Ndiaye

Conformal prediction (CP) for regression can be challenging, especially when the output distribution is heteroscedastic, multimodal, or skewed.

Classification Conformal Prediction +1

On the Diminishing Returns of Width for Continual Learning

1 code implementation11 Mar 2024 Etash Guha, Vihan Lakshman

While deep neural networks have demonstrated groundbreaking performance in various settings, these models often suffer from \emph{catastrophic forgetting} when trained on new tasks in sequence.

Continual Learning Learning Theory

On Accelerated Perceptrons and Beyond

no code implementations17 Oct 2022 Guanghui Wang, Rafael Hanashiro, Etash Guha, Jacob Abernethy

The classical Perceptron algorithm of Rosenblatt can be used to find a linear threshold function to correctly classify $n$ linearly separable data points, assuming the classes are separated by some margin $\gamma > 0$.

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