Chaouki Ben Issaid | DeepAI

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∙ 08/29/2022

DR-DSGD: A Distributionally Robust Decentralized Learning Algorithm over Graphs

In this paper, we propose to solve a regularized distributionally robust...

11 Chaouki Ben Issaid, et al. ∙

∙ 06/17/2022

FedNew: A Communication-Efficient and Privacy-Preserving Newton-Type Method for Federated Learning

Newton-type methods are popular in federated learning due to their fast ...

14 Anis Elgabli, et al. ∙

∙ 10/04/2021

Learning, Computing, and Trustworthiness in Intelligent IoT Environments: Performance-Energy Tradeoffs

An Intelligent IoT Environment (iIoTe) is comprised of heterogeneous dev...

12 Beatriz Soret, et al. ∙

∙ 08/20/2021

Federated Distributionally Robust Optimization for Phase Configuration of RISs

In this article, we study the problem of robust reconfigurable intellige...

0 Chaouki Ben Issaid, et al. ∙

∙ 06/02/2021

Communication-Efficient Split Learning Based on Analog Communication and Over the Air Aggregation

Split-learning (SL) has recently gained popularity due to its inherent p...

0 Mounssif Krouka, et al. ∙

∙ 06/02/2021

Energy-Efficient Model Compression and Splitting for Collaborative Inference Over Time-Varying Channels

Today's intelligent applications can achieve high performance accuracy u...

0 Mounssif Krouka, et al. ∙

∙ 05/31/2021

Energy-Efficient and Federated Meta-Learning via Projected Stochastic Gradient Ascent

In this paper, we propose an energy-efficient federated meta-learning fr...

0 Anis Elgabli, et al. ∙

∙ 09/14/2020

Communication Efficient Distributed Learning with Censored, Quantized, and Generalized Group ADMM

In this paper, we propose a communication-efficiently decentralized mach...

0 Chaouki Ben Issaid, et al. ∙

∙ 09/06/2020

Efficient Importance Sampling for the Left Tail of Positive Gaussian Quadratic Forms

Estimating the left tail of quadratic forms in Gaussian random vectors i...

0 Chaouki Ben Issaid, et al. ∙

∙ 07/03/2020

Harnessing Wireless Channels for Scalable and Privacy-Preserving Federated Learning

Wireless connectivity is instrumental in enabling scalable federated lea...

0 Anis Elgabli, et al. ∙

∙ 09/24/2019

Efficient Estimation of the Left Tail of Bimodal Distributions with Applications to Underwater Optical Communication Systems

In this paper, we propose efficient importance sampling estimators to ev...

0 Chaouki Ben Issaid, et al. ∙

∙ 01/26/2019

Eficient Monte Carlo Simulation of the Left Tail of Positive Gaussian Quadratic Forms

Estimating the left tail of quadratic forms in Gaussian random vectors i...

0 Chaouki Ben Issaid, et al. ∙

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