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20132020
most citedSemantic Robustness of Models of Source Code

76 citations

Showing 2018Show all

9 papers · 1 filter

stat.ML2018★ 4 cited

Symmetry constrained machine learning

Doron L. Bergman

Symmetry, a central concept in understanding the laws of nature, has been used for centuries in physics, mathematics, and chemistry, to help make mathematical models tractable. Yet…

eess.IV2018★ 3 cited

DN-ResNet: Efficient Deep Residual Network for Image Denoising

Haoyu Ren, Mostafa El-Khamy, Jungwon Lee

A deep learning approach to blind denoising of images without complete knowledge of the noise statistics is considered. We propose DN-ResNet, which is a deep convolutional neural n…

cond-mat.mes-hall2018★ 49 cited

Modeling Transient Negative Capacitance in Steep-Slope FeFETs

Borna Obradovic, Titash Rakshit, Ryan Hatcher +2

We report on measurements and modeling of FE HfZrO/SiO2 Ferroelectric-Dielectric (FE-DE) FETs which indicate that many of the phenomena attributed to Negative Capacitance can be ex…

cs.PF2018★ 9 cited

I/O Workload Management for All-Flash Datacenter Storage Systems Based on Total Cost of Ownership

Zhengyu Yang, Manu Awasthi, Mrinmoy Ghosh +2

Recently, the capital expenditure of flash-based Solid State Driver (SSDs) keeps declining and the storage capacity of SSDs keeps increasing. As a result, all-flash storage systems…

cs.CV2018★ 27 cited

Learning Sparse Low-Precision Neural Networks With Learnable Regularization

Yoojin Choi, Mostafa El-Khamy, Jungwon Lee

We consider learning deep neural networks (DNNs) that consist of low-precision weights and activations for efficient inference of fixed-point operations. In training low-precision…

cs.PF2018★ 42 cited

AutoTiering: Automatic Data Placement Manager in Multi-Tier All-Flash Datacenter

Zhengyu Yang, Morteza Hoseinzadeh, Allen Andrews +6

In the year of 2017, the capital expenditure of Flash-based Solid State Drivers (SSDs) keeps declining and the storage capacity of SSDs keeps increasing. As a result, the "selling…

cs.CV2018★ 49 cited

Rehabilitating the ColorChecker Dataset for Illuminant Estimation

Ghalia Hemrit, Graham D. Finlayson, Arjan Gijsenij +5

In a previous work, it was shown that there is a curious problem with the benchmark ColorChecker dataset for illuminant estimation. To wit, this dataset has at least 3 different se…

cond-mat.mes-hall2018★ 36 cited

On the Validity and Applicability of Models of Negative Capacitance and Implications for MOS Applications

J. A. Kittl, B. Obradovic, D. Reddy +3

The observation of room temperature sub-60 mV/dec subthreshold slope (SS) in MOSFETs with ferroelectric (FE) layers in the gate stacks or in series with the gate has attracted much…

cond-mat.mes-hall2018★ 7 cited

Magnetic Tunnel Junction Performance Under Mechanical Strain

Niklas Roschewsky, Sebastian Schafer, Frances Hellman +1

In this work we investigate the effect of the mechanical stress on the performance of magnetic tunnel junctions (MTJ) with perpendicular magnetic anisotropy. We developed a 4-point…