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Soyed Tuhin Ahmed

Few-Shot Testing: Estimating Uncertainty of Memristive Deep Neural Networks Using One Bayesian Test Vector

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May 29, 2024
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Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights

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May 07, 2024
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Enhancing Reliability of Neural Networks at the Edge: Inverted Normalization with Stochastic Affine Transformations

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Jan 23, 2024
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Scalable and Efficient Methods for Uncertainty Estimation and Reduction in Deep Learning

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Jan 13, 2024
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NeuSpin: Design of a Reliable Edge Neuromorphic System Based on Spintronics for Green AI

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Jan 11, 2024
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Testing Spintronics Implemented Monte Carlo Dropout-Based Bayesian Neural Networks

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Jan 09, 2024
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Concurrent Self-testing of Neural Networks Using Uncertainty Fingerprint

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Jan 02, 2024
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Scale-Dropout: Estimating Uncertainty in Deep Neural Networks Using Stochastic Scale

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Nov 27, 2023
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Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation

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Jun 16, 2023
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One-Shot Online Testing of Deep Neural Networks Based on Distribution Shift Detection

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May 16, 2023
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