Search Results for author: Hari Prabhat Gupta

Found 5 papers, 0 papers with code

Designing and Training of Lightweight Neural Networks on Edge Devices using Early Halting in Knowledge Distillation

no code implementations30 Sep 2022 Rahul Mishra, Hari Prabhat Gupta

During the training of lightweight DNN, we introduce a novel early halting technique, which preserves network resources; thus, speedups the training procedure.

Knowledge Distillation

FedAR+: A Federated Learning Approach to Appliance Recognition with Mislabeled Data in Residential Buildings

no code implementations3 Sep 2022 Ashish Gupta, Hari Prabhat Gupta, Sajal K. Das

With the enhancement of people's living standards and rapid growth of communication technologies, residential environments are becoming smart and well-connected, increasing overall energy consumption substantially.

Federated Learning Privacy Preserving

Suppressing Noise from Built Environment Datasets to Reduce Communication Rounds for Convergence of Federated Learning

no code implementations3 Sep 2022 Rahul Mishra, Hari Prabhat Gupta, Tanima Dutta, Sajal K. Das

In this paper, we propose a federated learning approach to suppress the unequal distribution of the noisy labels in the dataset of each participant.

Federated Learning Privacy Preserving

A Survey on Deep Neural Network Compression: Challenges, Overview, and Solutions

no code implementations5 Oct 2020 Rahul Mishra, Hari Prabhat Gupta, Tanima Dutta

In this paper, we present a comprehensive review of existing literature on compressing DNN model that reduces both storage and computation requirements.

Knowledge Distillation Miscellaneous +2

Approaches and Applications of Early Classification of Time Series: A Review

no code implementations6 May 2020 Ashish Gupta, Hari Prabhat Gupta, Bhaskar Biswas, Tanima Dutta

As most of the approaches have solved the early classification problem with different aspects, it becomes very important to make a thorough review of the existing solutions to know the current status of the area.

Classification General Classification +3

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