Search Results for author: Ananth Mahadevan

Found 3 papers, 1 papers with code

Cost-Effective Retraining of Machine Learning Models

no code implementations6 Oct 2023 Ananth Mahadevan, Michael Mathioudakis

Our main contribution is a Cost-Aware Retraining Algorithm called Cara, which optimizes the trade-off over streams of data and queries.

Reception Reader: Exploring Text Reuse in Early Modern British Publications

no code implementations8 Feb 2023 David Rosson, Eetu Mäkelä, Ville Vaara, Ananth Mahadevan, Yann Ryan, Mikko Tolonen

The Reception Reader is a web tool for studying text reuse in the Early English Books Online (EEBO-TCP) and Eighteenth Century Collections Online (ECCO) data.

Certifiable Machine Unlearning for Linear Models

1 code implementation29 Jun 2021 Ananth Mahadevan, Michael Mathioudakis

In this paper, we present an experimental study of the three state-of-the-art approximate unlearning methods for linear models and demonstrate the trade-offs between efficiency, effectiveness and certifiability offered by each method.

Machine Unlearning

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