activity
20182022
most citedRobust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead

117 citations · 216 across the 15 of their papers we have counts for

collaborators

19 papers

cs.AR20221 cited

NEON: Enabling Efficient Support for Nonlinear Operations in Resistive RAM-based Neural Network Accelerators

Aditya Manglik, Minesh Patel, Haiyu Mao +4

Resistive Random-Access Memory (RRAM) is well-suited to accelerate neural network (NN) workloads as RRAM-based Processing-in-Memory (PIM) architectures natively support highly-para…

cs.AR20225 cited

HiRA: Hidden Row Activation for Reducing Refresh Latency of Off-the-Shelf DRAM Chips

Abdullah Giray Yağlıkçı, Ataberk Olgun, Minesh Patel +5

DRAM is the building block of modern main memory systems. DRAM cells must be periodically refreshed to prevent data loss. Refresh operations degrade system performance by interferi…

cs.LG20221 cited

EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network Accelerators

Lois Orosa, Skanda Koppula, Yaman Umuroglu +5

Dilated and transposed convolutions are widely used in modern convolutional neural networks (CNNs). These kernels are used extensively during CNN training and inference of applicat…

cs.CR202173 cited

A Deeper Look into RowHammer`s Sensitivities: Experimental Analysis of Real DRAM Chips and Implications on Future Attacks and Defenses

Lois Orosa, Abdullah Giray Yağlıkçı, Haocong Luo +6

RowHammer is a circuit-level DRAM vulnerability where repeatedly accessing (i.e., hammering) a DRAM row can cause bit flips in physically nearby rows. The RowHammer vulnerability w…

cs.AR2021

CODIC: A Low-Cost Substrate for Enabling Custom In-DRAM Functionalities and Optimizations

Lois Orosa, Yaohua Wang, Mohammad Sadrosadati +10

DRAM is the dominant main memory technology used in modern computing systems. Computing systems implement a memory controller that interfaces with DRAM via DRAM commands. DRAM exec…

cs.DC2021

IChannels: Exploiting Current Management Mechanisms to Create Covert Channels in Modern Processors

Jawad Haj-Yahya, Jeremie S. Kim, A. Giray Yaglikci +5

To operate efficiently across a wide range of workloads with varying power requirements, a modern processor applies different current management mechanisms, which briefly throttle…