Technical Program

Session Detail

Session Title TH2.R3: Neural Networks and AI
Session Time Thursday, 11 July, 11:40 - 13:00
Location Monge, Level 3
Session ChairHyeji Kim, Samsung AI Research Cambridge

TH2.R3.1: Local Geometry of Cross Entropy Loss in Learning One-Hidden-Layer Neural Networks
 Click here to download the manuscript
         Haoyu Fu; The Ohio State University
         Yuejie Chi; Carnegie Mellon University
         Yinbin Liang; The Ohio State University

TH2.R3.2: An Information-Theoretic Explanation for the Adversarial Fragility of AI Classifiers
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         Hui Xie; University of Iowa
         Jirong Yi; University of Iowa
         Weiyu Xu; University of Iowa
         Raguh Mudumbai; University of Iowa

TH2.R3.3: Deep learning and MARS: dimensionality reduction and rates of convergence
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         Michael Kohler; Darmstadt Technical University
         Adam Krzyzak; Concordia University

TH2.R3.4: An Information Theoretic Interpretation to Deep Neural Networks
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         Shao-Lun Huang; Tsinghua-Berkeley Shenzhen Institute
         Xiangxiang Xu; Tsinghua University
         Lizhong Zheng; Massachusetts Institute of Technology
         Gregory W. Wornell; Massachusetts Institute of Technology