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12 Results

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Poster
Tue 9:00 Decoupling Global and Local Representations via Invertible Generative Flows
Xuezhe Ma · Xiang Kong · Shanghang Zhang · Eduard H Hovy
Poster
Mon 9:00 Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms
Arda Sahiner · Tolga Ergen · John M Pauly · Mert Pilanci
Poster
Thu 17:00 Learning to Sample with Local and Global Contexts in Experience Replay Buffer
Youngmin Oh · Kimin Lee · Jinwoo Shin · Eunho Yang · Sung Ju Hwang
Poster
Mon 9:00 On the Impossibility of Global Convergence in Multi-Loss Optimization
Alistair Letcher
Poster
Tue 9:00 On the Theory of Implicit Deep Learning: Global Convergence with Implicit Layers
Kenji Kawaguchi
Poster
Tue 1:00 Learning Accurate Entropy Model with Global Reference for Image Compression
Yichen Qian · Zhiyu Tan · Xiuyu Sun · Ming Lin · Dongyang Li · Zhenhong Sun · Li Hao · Rong Jin
Poster
Tue 9:00 Single-Timescale Actor-Critic Provably Finds Globally Optimal Policy
Zuyue Fu · Zhuoran Yang · Zhaoran Wang
Spotlight
Mon 12:15 On the Theory of Implicit Deep Learning: Global Convergence with Implicit Layers
Kenji Kawaguchi
Oral
Tue 19:55 Global Convergence of Three-layer Neural Networks in the Mean Field Regime
Huy Tuan Pham · Phan-Minh Nguyen
Poster
Tue 9:00 Global optimality of softmax policy gradient with single hidden layer neural networks in the mean-field regime
Andrea Agazzi · Jianfeng Lu
Poster
Thu 17:00 Global Convergence of Three-layer Neural Networks in the Mean Field Regime
Huy Tuan Pham · Phan-Minh Nguyen
Workshop
Fri 9:25 Optimizing for Human-centric AI in the Global South
Chinasa Okolo