Search Results for author: Anmol Mekala

Found 3 papers, 1 papers with code

Automated Model Selection for Tabular Data

1 code implementation1 Jan 2024 Avinash Amballa, Anmol Mekala, Gayathri Akkinapalli, Manas Madine, Naga Pavana Priya Yarrabolu, Przemyslaw A. Grabowicz

Structured data in the form of tabular datasets contain features that are distinct and discrete, with varying individual and relative importances to the target.

feature selection Model Selection

Using Early Readouts to Mediate Featural Bias in Distillation

no code implementations28 Oct 2023 Rishabh Tiwari, Durga Sivasubramanian, Anmol Mekala, Ganesh Ramakrishnan, Pradeep Shenoy

Deep networks tend to learn spurious feature-label correlations in real-world supervised learning tasks.

Fairness

DITTO: Data-efficient and Fair Targeted Subset Selection for ASR Accent Adaptation

no code implementations10 Oct 2021 Suraj Kothawade, Anmol Mekala, Chandra Sekhara D, Mayank Kothyari, Rishabh Iyer, Ganesh Ramakrishnan, Preethi Jyothi

To address this problem, we propose DITTO (Data-efficient and faIr Targeted subseT selectiOn) that uses Submodular Mutual Information (SMI) functions as acquisition functions to find the most informative set of utterances matching a target accent within a fixed budget.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

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