Partial List of Publications (by both graduates and undergraduates)
Autonomous Driving and Robotics:
Students (alumni): Xiaosong Jia, Zhenjie Yang, Penghao Wu, Shengchao Hu, Xiaolei Chen, Zhe Ren et al.
Machine Learning for Graph and Combinatorial Optimization:
Students (alumni): Runzhong Wang, Chang Liu, Yang Li, Haoyu Geng, Han Lu, Yixuan He (Oxford), et al.
Machine Learning for Science, Engineering and Arts (EDA, Drug, PDE, Neuroscience, Arts):
Students (alumni): {EDA: Ruoyu Cheng, Yang Li, Xingbo Du, Ruizhe Zhong, Peiyu Wang, Jianyong Yuan et al.} & {Drug/Chem/Neuroscience: Nianzu Yang, Kaipeng Zeng, Huaijin Wu et al.} & {PDE: Mingquan Feng, Zelin Zhao et al.}
Quantum Machine Learning (especially for Graphs):
Students (alumni): Ge Yan, Xinyu Ye, Yehui Tang, Hao Xiong, Wenjie Wu, Xudong Lu et al.
Graph Learning (e.g. Backbones, especially for scalable and robust learning):
Students (alumni): Qitian Wu, Chenxiao Yang, Chao Chen, Haoyu Geng, Tianqi Zhang et al.
Self-supervised (mainly Contastive) Learning:
Students (alumni): Shaofeng Zhang, Liangliang Shi, Xiaojiang Yang et al.
Discrete Time Space (Time Series) Learning:
Students (alumni): Yunhao Zhang, Longyuan Li et al.
Continuous Time Space (Temporal Point Process) Learning:
Students (alumni): Yunhao Zhang, Mingquan Feng, Chao Chen, Shuai Xiao, Weichang Wu, Fangyu Ding et al.
Automatic Neural Architecture Search and Optimization:
Students (alumni): Xiaoxing Wang, Zhexi Zhang et al.
Classic Algorithms for Graph and Combinatorial Optimization:
Students (alumni): Tianshu Yu (ASU), Zetian Jiang, Tianzhe Wang et al.
Visual (Rotating) Object Detection:
Students (alumni): Xue Yang et al.
Robust and Trustable AI:
Students (alumni): Ruoxi Chen, Haoxuan Wang, Yiting Chen, Ning Liao, Yucheng Luo, Huaqing Shao et al.
Recommender Systems and Collaborative Filtering:
Students (alumni): Chao Chen, Qitian Wu, et al.
Machine Learning Basics and Miscellaneous:
Multi-agent System and Distributed Optimization:
Students (alumni): Wenhao Li (ECNU) et al.
Generative Models:
Students (alumni): Yang Li, Liangliang Shi and Xiaojiang Yang et al.
Network Embedding:
Students (alumni): Hao Xiong and Xinbo Du et al.
U.S. Patent
|| Determining an object referenced within informal online communications, US Patent App. 14/962232
|| Generating a clustering model and clustering based on the clustering model, US Patent App. 14/812141
|| Biased users detection, US Patent App. 14/886426
|| Predicting waiting passenger count and evaluation, US Patent App. 14/722879
|| Analyzing property of protein sequence, US Patent App. 14/669748
|| Identifying subsurface material layer, US Patent App. 14/527272
|| Warping sequence data for learning in neural networks, US Patent App. 16/184180
|| Self-guided object detection in regular images, US Patent App. 16/157418
|| Model based data processing, US010832162
|| Training a self-driving vehicle, US010752239
|| Self-similarity analysis for defect detection on patterned industrial objects, US10726540
|| Interest highlight and recommendation based on interaction in long text reading, US10691893
|| Genome compression and decompression, US10679727
|| Multi-layer information fusing for prediction, US10679143
|| Processing GPS drifting, US10605925
|| Managing gene sequences, US10586609
|| Object detection, US10559078
|| Object classification based on decoupling a background from a foreground of an image, US10692220
|| Optimizing tables with too many columns in a database, US10331639
|| Method and apparatus of data classification for routes in a digitized map, US10436589/10429189
|| Expense compliance checking based on trajectory detection, US10510125
|| Fast joint template machining, US10346716
|| Providing computation services with privacy, US10333715
|| Quality evaluation, US10424059
|| Data cube generation, US9965503
|| Managing task in mobile device, US9722947
|| Location based on call detail record, US9723441
|| Work-piece defect inspection via optical images and ct images, US9721334
|| Method and apparatus for evaluating predictive model, US9684634
|| Method and apparatus for generating data in a missing segment of a time data sequence, US9684872
|| Creating a software performance testing environment on a virtual machine system, US9921939/US9921940
|| Foreign organization name matching, US9659086
|| Building missing movement path of an object, US9644976
|| Pattern recognition based on information integration, US9355332
|| Method and apparatus of determining air quality, US9740967, US9317732
|| Handing off a terminal among wireless access points, US9532285
|| Generating a training model based on feedback, US9659258/10346746
|| Monitoring interesting subjects, US9584608
|| Method and apparatus of estimating wave velocity of negative pressure wave in a fluid transportation pipeline, US9534979