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06/05/2023
The L^∞ Learnability of Reproducing Kernel Hilbert Spaces
In this work, we analyze the learnability of reproducing kernel Hilbert ...
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06/01/2023
Robust Backdoor Attack with Visible, Semantic, Sample-Specific, and Compatible Triggers
Deep neural networks (DNNs) can be manipulated to exhibit specific behav...
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05/17/2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency
We propose conditioning field initialization for neural network based to...
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05/09/2023
A duality framework for generalization analysis of random feature models and two-layer neural networks
We consider the problem of learning functions in the ℱ_p,π and Barron sp...
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05/06/2023
DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks
We propose a direct mesh-free method for performing topology optimizatio...
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11/03/2022
Improved Analysis of Score-based Generative Modeling: User-Friendly Bounds under Minimal Smoothness Assumptions
In this paper, we focus on the theoretical analysis of diffusion-based g...
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10/04/2022
Concurrent build direction, part segmentation, and topology optimization for additive manufacturing using neural networks
We propose a neural network-based approach to topology optimization that...
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06/25/2022