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07/03/2023
Pareto-Secure Machine Learning (PSML): Fingerprinting and Securing Inference Serving Systems
With the emergence of large foundational models, model-serving systems a...
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05/25/2022
Memorization in NLP Fine-tuning Methods
Large language models are shown to present privacy risks through memoriz...
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11/24/2021
Learning to Refit for Convex Learning Problems
Machine learning (ML) models need to be frequently retrained on changing...
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07/13/2021
Learnability of Learning Performance and Its Application to Data Valuation
For most machine learning (ML) tasks, evaluating learning performance on...
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07/02/2021
Maximum likelihood for high-noise group orbit estimation and single-particle cryo-EM
Motivated by applications to single-particle cryo-electron microscopy (c...
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10/31/2019
