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Poster
Thu 16:30 How Powerful are Shallow Neural Networks with Bandlimited Random Weights?
Ming Li · Sho Sonoda · Feilong Cao · Yu Guang Wang · Jiye Liang
Poster
Thu 13:30 Vertical Federated Graph Neural Network for Recommender System
Peihua Mai · Yan (James) Pang
Poster
Wed 14:00 LipsNet: A Smooth and Robust Neural Network with Adaptive Lipschitz Constant for High Accuracy Optimal Control
Xujie Song · Jingliang Duan · Wenxuan Wang · Shengbo Li · Chen Chen · Bo Cheng · Bo Zhang · Junqing Wei · Xiaoming (Simon) Wang
Poster
Thu 13:30 The Hessian perspective into the Nature of Convolutional Neural Networks
Sidak Pal Singh · Thomas Hofmann · Bernhard Schölkopf
Poster
Tue 17:00 Function-Space Regularization in Neural Networks: A Probabilistic Perspective
Tim G. J. Rudner · Sanyam Kapoor · Shikai Qiu · Andrew Wilson
Poster
Thu 16:30 Neural Network Approximations of PDEs Beyond Linearity: A Representational Perspective
Tanya Marwah · Zachary Lipton · Jianfeng Lu · Andrej Risteski
Poster
Thu 16:30 Streaming Active Learning with Deep Neural Networks
Akanksha Saran · Safoora Yousefi · Akshay Krishnamurthy · John Langford · Jordan Ash
Poster
Wed 17:00 Graph Generative Model for Benchmarking Graph Neural Networks
Minji Yoon · Yue Wu · John Palowitch · Bryan Perozzi · Ruslan Salakhutdinov
Poster
Wed 17:00 CircuitNet: A Generic Neural Network to Realize Universal Circuit Motif Modeling
Yansen Wang · XINYANG JIANG · Kan Ren · Caihua Shan · Xufang Luo · Dongqi Han · Kaitao Song · Yifei Shen · Dongsheng Li
Poster
Tue 17:00 Patch-level Routing in Mixture-of-Experts is Provably Sample-efficient for Convolutional Neural Networks
Mohammed Nowaz Rabbani Chowdhury · Shuai Zhang · Meng Wang · Sijia Liu · Pin-Yu Chen
Poster
Tue 17:00 Graph Neural Networks can Recover the Hidden Features Solely from the Graph Structure
Ryoma Sato
Poster
Tue 17:00 MG-GNN: Multigrid Graph Neural Networks for Learning Multilevel Domain Decomposition Methods
Ali Taghibakhshi · Nicolas Nytko · Tareq Uz Zaman · Scott MacLachlan · Luke Olson · Matthew West