Zhen Liu

[Google Scholar]   [Resume]

 

Computer Science
College of Computing
Georgia Institute of Technology

 

Email : liuzhen1994 [at] gatech [dot] edu


Biography

I am currently a master student in computer science at Georgia Institute of Technology. Previously, I received B.S. degrees with highest honor from Georgia Tech where I studied both Computer Science (Theory-Intelligence threads) and Electrical Engineering with a minor in economics.

 

In 2017, I spent a great summer at as a robotics engineering intern. I will be interning at in Summer 2018.

 

My primary research interests are in the areas of 1) deep learning and 2) statistical machine learning with applications in computer vision and robotics. I am fortunate to have been working closely with many excellent researchers and professors (see collaborators).

Publications

Learning towards Minimum Hyperspherical Energy
Zhen Liu*, Weiyang Liu*, Rongmei Lin*, Lixin Liu, Zhiding Yu, Bo Dai, Le Song.
(* equal contribution)

Preprint    [arxiv]

SBEED: Convergent Reinforcement Learning with Nonlinear Function Approximation
Bo Dai, Albert Shaw, Lihong Li, Lin Xiao, Niao He, Zhen Liu, Jianshu Chen, Le Song.

ICML 2018    [arxiv]

Towards Black-box Iterative Machine Teaching
Weiyang Liu*, Bo Dai*, Xingguo Li, Zhen Liu, James Rehg, Le Song.

ICML 2018    [arxiv]    [code]

Decoupled Network
Zhen Liu*, Weiyang Liu*, Zhiding Yu, Bo Dai, Rongmei Lin, Yisen Wang, James Rehg, Le Song.
(* equal contribution)

CVPR 2018 (spotlight)    [pdf]

Deep Forward and Inverse Perceptual Models for Tracking and Prediction
Alexander Lambert, Amirreza Shaban, Amit Raj, Zhen Liu, Byron Boots.

ICRA 2018    [arXiv]

One Shot Learning for Semantic Segmentation
Amirreza Shaban, Shray Bansal, Zhen Liu, Irfan Essa, Byron Boots.

BMVC 2017    [arXiv]

Motion Planning with Graph-Based Trajectories and Gaussian Process Inference
Eric Huang, Mustafa Mukadam, Zhen Liu, Byron Boots.

ICRA 2017    [pdf]  [demo]

Multi Robot Object-based SLAM
Siddharth Choudhary, Luca Carlone, Carlos Nieto, John Rogers, Zhen Liu, Henrik I. Christensen, Frank Dellaert.
ISER 2016    [pdf]  [demo]

Collaborators

Prof. Le Song, Georgia Tech

Prof. Byron Boots, Georgia Tech

Weiyang Liu, Ph.D. student, Georgia Tech

Bo Dai, Ph.D. candidate, Georgia Tech

Amerriza Shaban, Ph.D. candidate, Georgia Tech

Zhiyuan Lin, Ph.D. candidate, Stanford

Eric Huang, Ph.D. candidate, CMU

Mustafa Mukadam, Ph.D. candidate, Georgia Tech

Alexender Lambert, Ph.D. candidate, Georgia Tech

Shray Bansal, Ph.D. candidate, Georgia Tech

Siddarth Choudhary, Magic Leap