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Hengrui Jia

2 accepted papers

2024

LLM Dataset Inference: Did you train on my dataset?

NeurIPS 2024poster

The proliferation of large language models (LLMs) in the real world has come with a rise in copyright cases against companies for training their models on unlicensed data from the internet. Recent works have presented methods to identify if individual text sequences were members of the model's train…

2022

A Zest of LIME: Towards Architecture-Independent Model Distances

ICLR 2022poster

Definitions of the distance between two machine learning models either characterize the similarity of the models' predictions or of their weights. While similarity of weights is attractive because it implies similarity of predictions in the limit, it suffers from being inapplicable to comparing mode…

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