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Poster
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Thu 15:00
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Optimal approximation using complex-valued neural networks
Paul Geuchen · Felix Voigtlaender
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Poster
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Thu 8:45
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Complex-valued Neurons Can Learn More but Slower than Real-valued Neurons via Gradient Descent
Jin-Hui Wu · Shao-Qun Zhang · Yuan Jiang · Zhi-Hua Zhou
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Poster
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Thu 8:45
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Contrastive Training of Complex-Valued Autoencoders for Object Discovery
Aleksandar Stanić · Anand Gopalakrishnan · Kazuki Irie · Jürgen Schmidhuber
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Poster
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Wed 15:00
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GraphMP: Graph Neural Network-based Motion Planning with Efficient Graph Search
Xiao Zang · Miao Yin · Jinqi Xiao · Saman Zonouz · Bo Yuan
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Workshop
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Sat 12:02
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Simulating the Air Quality Impact of Prescribed Fires Using a Graph Neural Network-Based PM2.5 Emissions Forecasting System
Kyleen Liao · Jatan Buch · Kara Lamb · Pierre Gentine
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Workshop
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Neural Network-Based Score Estimation in Diffusion Models: Optimization and Generalization
Yinbin Han · Meisam Razaviyayn · Renyuan Xu
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Workshop
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Simulating the Air Quality Impact of Prescribed Fires Using a Graph Neural Network-Based PM2.5 Emissions Forecasting System
Kyleen Liao · Jatan Buch · Kara Lamb · Pierre Gentine
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Poster
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Thu 15:00
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New Complexity-Theoretic Frontiers of Tractability for Neural Network Training
Cornelius Brand · Robert Ganian · Mathis Rocton
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Poster
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Thu 8:45
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Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes
Cai Zhou · Xiyuan Wang · Muhan Zhang
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Poster
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Thu 8:45
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On the Role of Noise in the Sample Complexity of Learning Recurrent Neural Networks: Exponential Gaps for Long Sequences
Alireza F. Pour · Hassan Ashtiani
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Poster
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Thu 8:45
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Initialization-Dependent Sample Complexity of Linear Predictors and Neural Networks
Roey Magen · Ohad Shamir
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Poster
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Computational Complexity of Learning Neural Networks: Smoothness and Degeneracy
Amit Daniely · Nati Srebro · Gal Vardi
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