Search Results for author: Jianwei Huang

Found 8 papers, 0 papers with code

Cost-Effective Federated Learning in Mobile Edge Networks

no code implementations12 Sep 2021 Bing Luo, Xiang Li, Shiqiang Wang, Jianwei Huang, Leandros Tassiulas

Federated learning (FL) is a distributed learning paradigm that enables a large number of mobile devices to collaboratively learn a model under the coordination of a central server without sharing their raw data.

Federated Learning

Federated Few-Shot Learning with Adversarial Learning

no code implementations1 Apr 2021 Chenyou Fan, Jianwei Huang

In this paper, we propose a federated few-shot learning (FedFSL) framework to learn a few-shot classification model that can classify unseen data classes with only a few labeled samples.

Federated Learning Few-Shot Learning

Flatband-Induced Itinerant Ferromagnetism in RbCo$_2$Se$_2$

no code implementations11 Mar 2021 Jianwei Huang, Zhicai Wang, Hongsheng Pang, Han Wu, Huibo Cao, Sung-Kwan Mo, Avinash Rustagi, A. F. Kemper, Meng Wang, Ming Yi, R. J. Birgeneau

$A$Co$_2$Se$_2$ ($A$=K, Rb, Cs) is a homologue of the iron-based superconductor, $A$Fe$_2$Se$_2$.

Superconductivity Materials Science

Practical Speech Re-use Prevention in Voice-driven Services

no code implementations12 Jan 2021 Yangyong Zhang, Maliheh Shirvanian, Sunpreet S. Arora, Jianwei Huang, Guofei Gu

We present AEOLUS, a security overlay that proactively embeds a dynamic acoustic nonce at the time of user interaction, and detects the presence of the embedded nonce in the recorded speech to ensure freshness.

Origin of the Electronic Structure in Single-Layer FeSe/SrTiO3 Films

no code implementations16 Dec 2020 Defa Liu, Xianxin Wu, Fangsen Li, Yong Hu, Jianwei Huang, Yu Xu, Cong Li, Yunyi Zang, Junfeng He, Lin Zhao, Shaolong He, Chenjia Tang, Zhi Li, Lili Wang, Qingyan Wang, Guodong Liu, Zuyan Xu, Xu-Cun Ma, Qi-Kun Xue, Jiangping Hu, X. J. Zhou

These observations not only show the first direct evidence that the electronic structure of single-layer FeSe/SrTiO3 films originates from bulk FeSe through a combined effect of an electronic phase transition and an interfacial charge transfer, but also provide a quantitative basis for theoretical models in describing the electronic structure and understanding the superconducting mechanism in single-layer FeSe/SrTiO3 films.

Band Gap Superconductivity Strongly Correlated Electrons

Cost-Effective Federated Learning Design

no code implementations15 Dec 2020 Bing Luo, Xiang Li, Shiqiang Wang, Jianwei Huang, Leandros Tassiulas

In this paper, we analyze how to design adaptive FL that optimally chooses these essential control variables to minimize the total cost while ensuring convergence.

Federated Learning

Contract-based Time-of-use Pricing for Energy Storage Investment

no code implementations26 Sep 2020 Dongwei Zhao, Hao Wang, Jianwei Huang, Xiaojun Lin

We also show that the proposed contracts can reduce the system social cost by over 30%, compared with no storage investment benchmark.

Systems and Control Systems and Control

Parametric Prediction from Parametric Agents

no code implementations24 Feb 2016 Yuan Luo, Nihar B. Shah, Jianwei Huang, Jean Walrand

In order to elicit heterogeneous agents' private information and incentivize agents with different capabilities to act in the principal's best interest, we design an optimal joint incentive mechanism and prediction algorithm called COPE (COst and Prediction Elicitation), the analysis of which offers several valuable engineering insights.

Learning Theory

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