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08/30/2023
Threshold KNN-Shapley: A Linear-Time and Privacy-Friendly Approach to Data Valuation
Data valuation, a critical aspect of data-centric ML research, aims to q...
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08/23/2023
BaDExpert: Extracting Backdoor Functionality for Accurate Backdoor Input Detection
We present a novel defense, against backdoor attacks on Deep Neural Netw...
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05/02/2023
Differentially Private In-Context Learning
An important question in deploying large language models (LLMs) is how t...
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04/28/2023
LAVA: Data Valuation without Pre-Specified Learning Algorithms
Traditionally, data valuation is posed as a problem of equitably splitti...
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04/09/2023
A Note on "Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms"
Data valuation is a growing research field that studies the influence of...
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02/22/2023