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Jinkun Lin

3 accepted papers

2024

RAAMove: A Corpus for Analyzing Moves in Research Article Abstracts

COLING 2024main

Move structures have been studied in English for Specific Purposes (ESP) and English for Academic Purposes (EAP) for decades. However, there are few move annotation corpora for Research Article (RA) abstracts. In this paper, we introduce RAAMove, a comprehensive multi-domain corpus dedicated to the…

2022

Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments

ICML 2022spotlight

We develop a new, principled algorithm for estimating the contribution of training data points to the behavior of a deep learning model, such as a specific prediction it makes. Our algorithm estimates the AME, a quantity that measures the expected (average) marginal effect of adding a data point to…

2020

NuCDS: An Efficient Local Search Algorithm for Minimum Connected Dominating Set

IJCAI 2020poster

The minimum connected dominating set (MCDS) problem is an important extension of the minimum dominating set problem, with wide applications, especially in wireless networks. Despite its practical importance, there are few works on solving MCDS for massive graphs, mainly due to the complexity of main…

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