Il Song Han
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View article: Recovering Plasticity of Neural Networks via Soft Weight Rescaling
Recovering Plasticity of Neural Networks via Soft Weight Rescaling Open
Recent studies have shown that as training progresses, neural networks gradually lose their capacity to learn new information, a phenomenon known as plasticity loss. An unbounded weight growth is one of the main causes of plasticity loss. …
View article: Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss
Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss Open
Plasticity loss, a critical challenge in neural network training, limits a model's ability to adapt to new tasks or shifts in data distribution. This paper introduces AID (Activation by Interval-wise Dropout), a novel method inspired by Dr…
View article: Automatic Pronunciation Evaluation and Feedback Generation System based on Resource-efficient factorized TDNN and Phoneme Error Pattern
Automatic Pronunciation Evaluation and Feedback Generation System based on Resource-efficient factorized TDNN and Phoneme Error Pattern Open
In this paper we describe an automatic pronunciation error detection and feedback generation system for non-native second language learners by using deep acoustic model based on factorized TDNN and language model with phoneme error model. …
View article: Wireless Charging System Using Soft Magnetic Composite for Unmanned Aerial Vehicle
Wireless Charging System Using Soft Magnetic Composite for Unmanned Aerial Vehicle Open
Demand and interest in unmanned aerial vehicle (UAV) technologies has been rapidly growing. Most of UAVs use the battery for their operation, despite of its heavy weight and long charging time. The wireless charging system for drones is on…