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08/21/2023
Unlocking Accuracy and Fairness in Differentially Private Image Classification
Privacy-preserving machine learning aims to train models on private data...
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07/14/2023
Dissenting Explanations: Leveraging Disagreement to Reduce Model Overreliance
While explainability is a desirable characteristic of increasingly compl...
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05/22/2023
Bidding Strategies for Proportional Representation in Advertisement Campaigns
Many companies rely on advertising platforms such as Google, Facebook, o...
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05/02/2022
Leximax Approximations and Representative Cohort Selection
Finding a representative cohort from a broad pool of candidates is a goa...
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04/14/2022
Longitudinal Complex Dynamics of Labour Markets Reveal Increasing Polarisation
In this paper we conduct a longitudinal analysis of the structure of lab...
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06/17/2021
Accuracy, Interpretability, and Differential Privacy via Explainable Boosting
We show that adding differential privacy to Explainable Boosting Machine...
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02/05/2021
Fast and Memory Efficient Differentially Private-SGD via JL Projections
Differentially Private-SGD (DP-SGD) of Abadi et al. (2016) and its varia...
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10/12/2020
Human-centric Dialog Training via Offline Reinforcement Learning
How can we train a dialog model to produce better conversations by learn...
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02/22/2020
Differentially Private Set Union
We study the basic operation of set union in the global model of differe...
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09/17/2019
Hierarchical Reinforcement Learning for Open-Domain Dialog
Open-domain dialog generation is a challenging problem; maximum likeliho...
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06/30/2019
Way Off-Policy Batch Deep Reinforcement Learning of Implicit Human Preferences in Dialog
Most deep reinforcement learning (RL) systems are not able to learn effe...
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06/21/2019
Approximating Interactive Human Evaluation with Self-Play for Open-Domain Dialog Systems
Building an open-domain conversational agent is a challenging problem. C...
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10/08/2018
Comparing Models of Associative Meaning: An Empirical Investigation of Reference in Simple Language Games
Simple reference games are of central theoretical and empirical importan...
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03/20/2018