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Workshop
Connectivity Optimized Nested Line Graph Networks for Crystal Structures
Robin Ruff · Patrick Reiser · Jan Stühmer · Pascal Friederich
Workshop
Optimal packing of attractor states in neural representations
John Vastola
Workshop
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective
Mathieu Serrurier · Franck Mamalet · Thomas FEL · Louis Béthune · Thibaut Boissin
Poster
Wed 15:00 Efficient Uncertainty Quantification and Reduction for Over-Parameterized Neural Networks
Ziyi Huang · Henry Lam · Haofeng Zhang
Poster
Wed 15:00 Nearly Optimal VC-Dimension and Pseudo-Dimension Bounds for Deep Neural Network Derivatives
Yahong Yang · Haizhao Yang · Yang Xiang
Poster
Tue 15:15 Neural Lyapunov Control for Discrete-Time Systems
Junlin Wu · Andrew Clark · Yiannis Kantaros · Yevgeniy Vorobeychik
Workshop
Graph Neural Bayesian Optimization for Virtual Screening
Miles Wang-Henderson · Bartu Soyuer · Parnian Kassraie · Andreas Krause · Ilija Bogunovic
Workshop
Auto-PINN: Understanding and Optimizing Physics-Informed Neural Architecture
Yicheng Wang · Xiaotian Han · Chia-Yuan Chang · Daochen Zha · Ulisses M. Braga-Neto · Xia Hu
Workshop
Graph Neural Bayesian Optimization for Virtual Screening
Miles Wang-Henderson · Bartu Soyuer · Parnian Kassraie · Andreas Krause · Ilija Bogunovic
Poster
Tue 8:45 Neural Fields with Hard Constraints of Arbitrary Differential Order
Fangcheng Zhong · Kyle Fogarty · Param Hanji · Tianhao Wu · Alejandro Sztrajman · Andrew Spielberg · Andrea Tagliasacchi · Petra Bosilj · Cengiz Oztireli
Workshop
Representational constraints underlying similarity between task-optimized neural systems
Tahereh Toosi
Poster
Tue 15:15 Efficient Meta Neural Heuristic for Multi-Objective Combinatorial Optimization
Jinbiao Chen · Jiahai Wang · Zizhen Zhang · Zhiguang Cao · Te Ye · Siyuan Chen