Yunhui Guo

About Me

I am a postdoc at UC Berkeley/ICSI working with Prof. Stella Yu. I received my Ph.D. at UC San Diego.

Contact: yunhui, at sign, berkeley dot edu

Yunhui Guo

Latest News

12/2020 Senior PC for IJCAI-21

09/2020 NeurIPS paper on lifelong learning

Research

My research interests include: machine learning and deep learning. My goal is to design efficient machine learning algorithms for practical applications.

Publication

2021
MAT: Processing In-Memory Acceleration for Long-Sequence Attention
Minxuan Zhou, Yunhui Guo, Weihong Xu, Bin Li, Kevin W. Eliceiri, Tajana Rosing
DAC 2021

2020
Improved Schemes for Episodic Memory-based Lifelong Learning
Yunhui Guo*, Mingrui Liu*, Tianbao Yang, Tajana Rosing. (*equal contribution)
NeurIPS 2020

(Spotlight)


A Broader Study of Cross-Domain Few-Shot Learning
Yunhui Guo, Noel C. Codella, Leonid Karlinsky, James V. Codella, John R. Smith, Kate Saenko, Tajana Rosing, Rogerio Feris
ECCV 2020

AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer Learning
Yunhui Guo, Yandong Li, Liqiang Wang, Tajana Rosing
AAAI 2020

2019
SpotTune: Transfer Learning through Adaptive Fine-tuning
Yunhui Guo, Honghui Shi, Abhishek Kumar, Kristen Grauman, Tajana Rosing, Rogério Schmidt Feris
CVPR 2019

Depthwise Convolution is All You Need for Learning Multiple Visual Domains.
Yunhui Guo*, Yandong Li*, Liqiang Wang, Tajana Rosing
*Equal Contribution
AAAI 2019

Pushing Down Machine Learning Inference to the Edge in Heterogeneous Internet of Things Applications
Anthony Thomas, Yunhui Guo, Yeseong Kim, Baris Aksanli, Arun Kumar, Tajana S Rosing
ICNSC 2019

2018
A Survey on Methods and Theories of Quantized Neural Networks
Yunhui Guo

2017
Understanding Users’ Budgets for Recommendation with Hierarchical Poisson Factorization
Yunhui Guo, Congfu Xu, Hanzhang Song, Xin Wang
IJCAI 2017

Incorporating Collaborative Ranking Algorithm with Weighted Recursive Autoencoder for Item Recommendation
Hanzhang Song, Yunhui Guo, Congfu Xu,
AAAI workshop 2017

2016
Collaborative Expert Recommendation for Community-Based Question Answering
Congfu Xu, Xin Wang, Yunhui Guo
ECML/PKDD 2016

LBMF: Log-Bilinear Matrix Factorization for Recommender Systems
Yunhui Guo, Xin Wang, Congfu Xu
PAKDD 2016

Constrained Preference Embedding for Item Recommendation
Xin Wang, CongFu Xu, Yunhui Guo, Hui Qian
IJCAI 2016

2015
CroRank: Cross Domain Personalized Transfer Ranking for Collaborative Filtering
Yunhui Guo, Xin Wang, Congfu Xu
ICDM workshop 2015

Recommendation Algorithms for Optimizing Hit Rate, User Satisfaction and Website Revenue
Xin Wang, Yunhui Guo, Congfu Xu
IJCAI 2015

Education

Ph.D., Computer Science , University of California, San Diego, 2017-2020

MS, Computer Science , Zhejiang University , 2014-2017

BA, Electrical Engineering and Telecommunication Engineering , University of Electronic Science and Technology of China , 2010-2014

Work Experience