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Blesson Varghese

Signal Collapse in One-Shot Pruning: When Sparse Models Fail to Distinguish Neural Representations

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Feb 18, 2025
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Rapid Deployment of DNNs for Edge Computing via Structured Pruning at Initialization

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Apr 22, 2024
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DRIVE: Dual Gradient-Based Rapid Iterative Pruning

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Apr 01, 2024
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NeuroFlux: Memory-Efficient CNN Training Using Adaptive Local Learning

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Mar 04, 2024
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DNNShifter: An Efficient DNN Pruning System for Edge Computing

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Sep 13, 2023
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ROMA: Run-Time Object Detection To Maximize Real-Time Accuracy

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Oct 28, 2022
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Roadmap for Edge AI: A Dagstuhl Perspective

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Nov 27, 2021
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FedFly: Towards Migration in Edge-based Distributed Federated Learning

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Nov 02, 2021
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FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning

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Jul 09, 2021
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ScissionLite: Accelerating Distributed Deep Neural Networks Using Transfer Layer

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May 05, 2021
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