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07/31/2023
BearingPGA-Net: A Lightweight and Deployable Bearing Fault Diagnosis Network via Decoupled Knowledge Distillation and FPGA Acceleration
Deep learning has achieved remarkable success in the field of bearing fa...
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05/16/2023
Deep ReLU Networks Have Surprisingly Simple Polytopes
A ReLU network is a piecewise linear function over polytopes. Figuring o...
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05/13/2023
Cloud-RAIN: Point Cloud Analysis with Reflectional Invariance
The networks for point cloud tasks are expected to be invariant when the...
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05/11/2023
Rethink Depth Separation with Intra-layer Links
The depth separation theory is nowadays widely accepted as an effective ...
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03/24/2023
Quadratic Graph Attention Network (Q-GAT) for Robust Construction of Gene Regulatory Networks
Gene regulatory relationships can be abstracted as a gene regulatory net...
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03/11/2023
One Neuron Saved Is One Neuron Earned: On Parametric Efficiency of Quadratic Networks
Inspired by neuronal diversity in the biological neural system, a pletho...
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01/23/2023
Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural Networks
Throughout history, the development of artificial intelligence, particul...
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01/15/2023
ACTIVE: A Deep Model for Sperm and Impurity Detection in Microscopic Videos
The accurate detection of sperms and impurities is a very challenging ta...
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10/11/2022
Retinex Image Enhancement Based on Sequential Decomposition With a Plug-and-Play Framework
The Retinex model is one of the most representative and effective method...
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06/01/2022
Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault Diagnosis
Bearing fault diagnosis is of great importance to decrease the damage ri...
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10/12/2021
Expressivity and Trainability of Quadratic Networks
Inspired by diversity of biological neurons, quadratic artificial neuron...
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08/29/2021