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Sairam Sundaresan

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SimQ-NAS: Simultaneous Quantization Policy and Neural Architecture Search

Dec 19, 2023
Sharath Nittur Sridhar, Maciej Szankin, Fang Chen, Sairam Sundaresan, Anthony Sarah

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InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning

Aug 29, 2023
Sharath Nittur Sridhar, Souvik Kundu, Sairam Sundaresan, Maciej Szankin, Anthony Sarah

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Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT

Jul 14, 2023
Souvik Kundu, Sharath Sridhar Nittur, Maciej Szankin, Sairam Sundaresan

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A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities

May 19, 2022
Daniel Cummings, Anthony Sarah, Sharath Nittur Sridhar, Maciej Szankin, Juan Pablo Munoz, Sairam Sundaresan

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A Fast and Efficient Conditional Learning for Tunable Trade-Off between Accuracy and Robustness

Mar 28, 2022
Souvik Kundu, Sairam Sundaresan, Massoud Pedram, Peter A. Beerel

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A Hardware-Aware System for Accelerating Deep Neural Network Optimization

Feb 25, 2022
Anthony Sarah, Daniel Cummings, Sharath Nittur Sridhar, Sairam Sundaresan, Maciej Szankin, Tristan Webb, J. Pablo Munoz

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TrimBERT: Tailoring BERT for Trade-offs

Feb 24, 2022
Sharath Nittur Sridhar, Anthony Sarah, Sairam Sundaresan

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AttentionLite: Towards Efficient Self-Attention Models for Vision

Dec 21, 2020
Souvik Kundu, Sairam Sundaresan

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Attention-based Image Upsampling

Dec 17, 2020
Souvik Kundu, Hesham Mostafa, Sharath Nittur Sridhar, Sairam Sundaresan

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RotNet: Fast and Scalable Estimation of Stellar Rotation Periods Using Convolutional Neural Networks

Dec 04, 2020
J. Emmanuel Johnson, Sairam Sundaresan, Tansu Daylan, Lisseth Gavilan, Daniel K. Giles, Stela Ishitani Silva, Anna Jungbluth, Brett Morris, Andrés Muñoz-Jaramillo

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