Search Results for author: Andrey Petrov

Found 3 papers, 0 papers with code

A synthetic data approach for domain generalization of NLI models

no code implementations19 Feb 2024 Mohammad Javad Hosseini, Andrey Petrov, Alex Fabrikant, Annie Louis

We also demonstrate gains on test sets when in-domain training data is augmented with our domain-general synthetic data.

Domain Generalization Natural Language Inference +1

Measuring the Impact of Explanation Bias: A Study of Natural Language Justifications for Recommender Systems

no code implementations16 Mar 2023 Krisztian Balog, Filip Radlinski, Andrey Petrov

Despite the potential impact of explanations on decision making, there is a lack of research on quantifying their effect on users' choices.

Decision Making Recommendation Systems

Applied Federated Learning: Architectural Design for Robust and Efficient Learning in Privacy Aware Settings

no code implementations2 Jun 2022 Branislav Stojkovic, Jonathan Woodbridge, Zhihan Fang, Jerry Cai, Andrey Petrov, Sathya Iyer, Daoyu Huang, Patrick Yau, Arvind Sastha Kumar, Hitesh Jawa, Anamita Guha

The advantage of this approach includes leveraging high performance hardware (such as GPUs) and the ability of machine learning practitioners to do in depth data analysis to improve model performance.

BIG-bench Machine Learning Federated Learning

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