Search Results for author: Dennis Wu

Found 5 papers, 4 papers with code

Nonparametric Modern Hopfield Models

1 code implementation5 Apr 2024 Jerry Yao-Chieh Hu, Bo-Yu Chen, Dennis Wu, Feng Ruan, Han Liu

We present a nonparametric construction for deep learning compatible modern Hopfield models and utilize this framework to debut an efficient variant.

Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models

1 code implementation4 Apr 2024 Dennis Wu, Jerry Yao-Chieh Hu, Teng-Yun Hsiao, Han Liu

Specifically, we accomplish this by constructing a separation loss $\mathcal{L}_\Phi$ that separates the local minima of kernelized energy by separating stored memory patterns in kernel space.

Retrieval

STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction

1 code implementation28 Dec 2023 Dennis Wu, Jerry Yao-Chieh Hu, Weijian Li, Bo-Yu Chen, Han Liu

We present STanHop-Net (Sparse Tandem Hopfield Network) for multivariate time series prediction with memory-enhanced capabilities.

Retrieval Time Series +1

On Sparse Modern Hopfield Model

1 code implementation NeurIPS 2023 Jerry Yao-Chieh Hu, Donglin Yang, Dennis Wu, Chenwei Xu, Bo-Yu Chen, Han Liu

Building upon this, we derive the sparse memory retrieval dynamics from the sparse energy function and show its one-step approximation is equivalent to the sparse-structured attention.

Retrieval

HonestBait: Forward References for Attractive but Faithful Headline Generation

no code implementations26 Jun 2023 Chih-Yao Chen, Dennis Wu, Lun-Wei Ku

Current methods for generating attractive headlines often learn directly from data, which bases attractiveness on the number of user clicks and views.

Headline Generation

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