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01/26/2022
Competition over data: how does data purchase affect users?
As machine learning (ML) is deployed by many competing service providers...
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01/04/2022
Submix: Practical Private Prediction for Large-Scale Language Models
Recent data-extraction attacks have exposed that language models can mem...
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04/28/2021
MLDemon: Deployment Monitoring for Machine Learning Systems
Post-deployment monitoring of the performance of ML systems is critical ...
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09/15/2020
Competing AI: How does competition feedback affect machine learning?
This papers studies how competition affects machine learning (ML) predic...
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09/25/2019
Mixed Dimension Embeddings with Application to Memory-Efficient Recommendation Systems
In many real-world applications, e.g. recommendation systems, certain it...
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07/11/2019