Search Results for author: Pumeng Lyu

Found 2 papers, 1 papers with code

MLP Can Be A Good Transformer Learner

1 code implementation8 Apr 2024 Sihao Lin, Pumeng Lyu, Dongrui Liu, Tao Tang, Xiaodan Liang, Andy Song, Xiaojun Chang

We identify that regarding the attention layer in bottom blocks, their subsequent MLP layers, i. e. two feed-forward layers, can elicit the same entropy quantity.

ResoNet: Robust and Explainable ENSO Forecasts with Hybrid Convolution and Transformer Networks

no code implementations16 Dec 2023 Pumeng Lyu, Tao Tang, Fenghua Ling, Jing-Jia Luo, Niklas Boers, Wanli Ouyang, Lei Bai

Recent studies have shown that deep learning (DL) models can skillfully predict the El Ni\~no-Southern Oscillation (ENSO) forecasts over 1. 5 years ahead.

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