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Paper Title Number 4

Published in GitHub Journal of Bugs, 2024

This paper is about fixing template issue #693.

Recommended citation: Your Name, You. (2024). "Paper Title Number 3." GitHub Journal of Bugs. 1(3).
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Responsible Recommendation Systems through the Lens of Conformal Prediction and Causal Inference

Published: August 08, 2023

Recommendation systems play a crucial role in today’s massive information systems. Unfortunately, existing methods developed for maximizing utility of recommendation systems will lead to issues such as unfair item exposure allocation and popularity bias. In this talk, I will discuss two of our recent works. In the first work, we propose an efficient method for fairness utility trade-off in ranking, which transforms deterministic rankers to stochastic ones with finite-sample utility guarantees and improved fairness. In the second work, we formulate debiasing recommendation system as a multiple causal inference problem, and handle confounding bias by learning identifiable latent confounders.

Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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