Search Results for author: Yuxi Xia

Found 3 papers, 1 papers with code

Exploring prompts to elicit memorization in masked language model-based named entity recognition

no code implementations5 May 2024 Yuxi Xia, Anastasiia Sedova, Pedro Henrique Luz de Araujo, Vasiliki Kougia, Lisa Nußbaumer, Benjamin Roth

Finally, the prompt performance of detecting model memorization is quantified by the percentage of name pairs for which the model has higher confidence for the name from the training set.

Language Modelling Memorization +3

Specification Overfitting in Artificial Intelligence

no code implementations13 Mar 2024 Benjamin Roth, Pedro Henrique Luz de Araujo, Yuxi Xia, Saskia Kaltenbrunner, Christoph Korab

Machine learning (ML) and artificial intelligence (AI) approaches are often criticized for their inherent bias and for their lack of control, accountability, and transparency.

Fairness

WAFFLE: Watermarking in Federated Learning

1 code implementation17 Aug 2020 Buse Gul Atli, Yuxi Xia, Samuel Marchal, N. Asokan

In this paper, we present WAFFLE, the first approach to watermark DNN models trained using federated learning.

Federated Learning

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