Agenda
March 22(Friday)
9:00-18:00 Registration
Workshop: Machine learning in graphics and media computing
Workshop chair: Yong-Jin Liu (Tsinghua University)
14:30-15:00 Feng Xu, Tsinghua University
3D Dynamic Reconstruction from Human to Scene
15:00-15:30 Weiming Dong, Institute of Automation, CAS
Image Aesthetic Assessment and Applications in Graphics
15:30-16:00 Zhiyong Wu, Graduate School at Shenzhen, Tsinghua University
When Speech Meets Graphics: Approaches for Expressive Speech Driven Talking Avatar
16:00-17:00 Panel Discussion
March 23(Saturday)
09:00-09:30 Opening
09:30-10:10 Keynote Speaker I: Leonidas J Guibas, Stanford University
Shape Differences and Variability
10:10-10:30 Coffee Break
10:30-11:10 Keynote Speaker 2: Song-Chun Zhu, University of California, Los Angeles
Explainable AI: How Machines Gain Justified Trust from Humans
11:10-11:50 Keynote Speaker 3: Eric Xing, Carnegie Mellon University
SysML: On System and Algorithm co-design for Practical Machine Learning
12:00 Lunch
13:30-14:20 Panel on Challenge and opportunities in AI: Theory and application
Session 1: Learning Theory
14:20-14:50 Liwei Wang, Peking University
Towards Understanding Learning Representation: To What Extent Do Two Networks
Learn the Same Representation
14:50-15:20 Jian Li, Tsinghua University
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning
15:20-15:50 Bo Chen, Xidian University
Deep Autoencoding Topic Model
15:50-16:10 Coffee Break
Session 2: Learning & reasoning
16:10-16:40 Yang Yu, Nanjing University
Towards Read-World Decision Making via Reinforcement Learning
16:40-17:10 Mingsheng Long, Tsinghua University
Generalizing Deep Learning across Domains and Tasks
17:10-17:40 Hanwang Zhang, Nanyang Technological University
Towards X Visual Reasoning
17:40-18:10 Xianfeng Gu, Stony Brook University
An Optimal Transportation (OT) View of Generative Adversarial Networks (GANs)
18:30 Banquet
March 24 (Sunday)
09:00-09:40 Keynote Speaker 4: Hsiao-Wuen Hon, Microsoft Research Asia
A Brief History of Intelligence
09:40-10:20 Keynote Speaker 5: Zhengyou Zhang, Tencent AI Lab
Neural Network: Deep Supervision and Sensitivity Analysis
10:20-10:40 Coffee Break
Session 3: Multimedia processing
10:40-11:10 Peng Cui, Tsinghua University
Towards Stable Prediction across Unknown Environments
11:10-11:40 Jinhui Tang, Nanjing University of Science and Technology
Learning Visual Semantics from Noise Corrupted Social Media with Tag Refinement
11:40-12:10 Yugang Jiang, Fudan University
Video Content Recognition: Datasets, Algorithms and Applications
12:10 Lunch
Session 4: Visual recognition and robotics
13:30-14:00 Shi-Guang Shan, Institute of Computing Technology, CAS
Visual Recognition across Heterogeneous Patterns
14:00-14:30 Liang Lin, Sun Yat-Sen University
Representation Learning Meets Knowledge Reasoning: New Trends in AI
14:30-15:00 Gregory S. Chirikjian, John Hopkins University
Stochastic models in robotics
15:00-15:20 Coffee Break
Session 5: AI applications
15:20-15:50 Jingkuan Song, University of Electronic Science and Technology of China
Generative Adversarial Networks with Its Applications
15:50-16:20 Kai Yu, Shanghai Jiaotong University
Dialogue Policy Adaptation with Structured Deep Reinforcement Learning
16:20-16:50 Liang Wang,Institute of Automation, CAS
Deep Cognitive Networks and Their Visual Applications
16:50-17:00 Closing session