154 citations · 359 across the 22 of their papers we have counts for
4 papers · 1 filter
On the Marginal Benefit of Active Learning: Does Self-Supervision Eat Its Cake?
Yao-Chun Chan, Mingchen Li, Samet Oymak
Active learning is the set of techniques for intelligently labeling large unlabeled datasets to reduce the labeling effort. In parallel, recent developments in self-supervised and…
Exploring Weight Importance and Hessian Bias in Model Pruning
Mingchen Li, Yahya Sattar, Christos Thrampoulidis +1
Model pruning is an essential procedure for building compact and computationally-efficient machine learning models. A key feature of a good pruning algorithm is that it accurately…
Multi-Fusion Chinese WordNet (MCW) : Compound of Machine Learning and Manual Correction
Mingchen Li, Zili Zhou, Yanna Wang
Princeton WordNet (PWN) is a lexicon-semantic network based on cognitive linguistics, which promotes the development of natural language processing. Based on PWN, five Chinese word…
Short Text Classification via Knowledge powered Attention with Similarity Matrix based CNN
Mingchen Li, Gabtone. Clinton, Yijia Miao +1
Short text is becoming more and more popular on the web, such as Chat Message, SMS and Product Reviews. Accurately classifying short text is an important and challenging task. A nu…