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20172023
most citedA Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction

373 citations · 1.3k across the 51 of their papers we have counts for

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Showing 2022Show all

12 papers · 1 filter

cs.LG2022

Personalized Federated Learning via Heterogeneous Modular Networks

Tianchun Wang, Wei Cheng, Dongsheng Luo +5

Personalized Federated Learning (PFL) which collaboratively trains a federated model while considering local clients under privacy constraints has attracted much attention. Despite…

astro-ph.CO2022

Constraints on real scalar inflation from preheating of LATTICEEASY

Wei Cheng, Tong Qin, Jiujiang Jiang +1

In this paper, we undertake a detailed study of real scalar inflation by employing LATTICEEASY simulations to investigate preheating phenomena. Generally, the scalar inflation pote…

math.AP2022

Topology of singular set of semiconcave function via Arnaud's theorem

Tianqi Shi, Wei Cheng, Jiahui Hong

We proved the (local) path-connectedness of certain subset of the singular set of semiconcave functions with linear modulus in general. In some sense this result is optimal. The pr…

hep-ph2022★ 14 cited

Reheating constraints on modified single-field Natural Inflation models

Hua Zhou, Qing Yu, Yu Pan +2

In this paper, we discuss three modified single-field natural inflation models in detail, including Special generalized Natural Inflation model(SNI), Extended Natural Inflation mod…

hep-ph2022★ 6 cited

Non-minimal Coupling Inflation and Dark Matter under the Symmetry

Wei Cheng, Xuewen Liu, Ruiyu Zhou

We study the cosmological inflation and dark matter (DM) in a unified way within a complex scalar model. The real and imaginary parts of the complex scalar act as the inflato…

cs.LG2022

Deep Federated Anomaly Detection for Multivariate Time Series Data

Wei Zhu, Dongjin Song, Yuncong Chen +6

Despite the fact that many anomaly detection approaches have been developed for multivariate time series data, limited effort has been made on federated settings in which multivari…