21 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
5 papers
LittleBird: Efficient Faster & Longer Transformer for Question Answering
Minchul Lee, Kijong Han, Myeong Cheol Shin
BERT has shown a lot of sucess in a wide variety of NLP tasks. But it has a limitation dealing with long inputs due to its attention mechanism. Longformer, ETC and BigBird addresse…
Connecting Low-Loss Subspace for Personalized Federated Learning
Seok-Ju Hahn, Minwoo Jeong, Junghye Lee
Due to the curse of statistical heterogeneity across clients, adopting a personalized federated learning method has become an essential choice for the successful deployment of fede…
Integrated Eojeol Embedding for Erroneous Sentence Classification in Korean Chatbots
DongHyun Choi, IlNam Park, Myeong Cheol Shin +2
This paper attempts to analyze the Korean sentence classification system for a chatbot. Sentence classification is the task of classifying an input sentence based on predefined cat…
Accelerating RNN Transducer Inference via One-Step Constrained Beam Search
Juntae Kim, Yoonhan Lee
We propose a one-step constrained (OSC) beam search to accelerate recurrent neural network (RNN) transducer (RNN-T) inference. The original RNN-T beam search has a while-loop leadi…
A Plug-in Method for Representation Factorization in Connectionist Models
Jee Seok Yoon, Myung-Cheol Roh, Heung-Il Suk
In this article, we focus on decomposing latent representations in generative adversarial networks or learned feature representations in deep autoencoders into semantically control…