activity
20142023
most citedFastWave: Accelerating Autoregressive Convolutional Neural Networks on FPGA

23 citations · 76 across the 10 of their papers we have counts for

collaborators

10 papers

cs.CR2023★ 2 cited

Information Flow Coverage Metrics for Hardware Security Verification

Andres Meza, Ryan Kastner

Security graphs model attacks, defenses, mitigations, and vulnerabilities on computer networks and systems. With proper attributes, they provide security metrics using standard gra…

cs.LG2022★ 5 cited

Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark

Hendrik Borras, Giuseppe Di Guglielmo, Javier Duarte +15

We present our development experience and recent results for the MLPerf Tiny Inference Benchmark on field-programmable gate array (FPGA) platforms. We use the open-source hls4ml an…

cs.CR2021

AKER: A Design and Verification Framework for Safe andSecure SoC Access Control

Francesco Restuccia, Andres Meza, Ryan Kastner

Modern systems on a chip (SoCs) utilize heterogeneous architectures where multiple IP cores have concurrent access to on-chip shared resources. In security-critical applications, I…

cs.CR2021★ 18 cited

Isadora: Automated Information Flow Property Generation for Hardware Designs

Calvin Deutschbein, Andres Meza, Francesco Restuccia +2

Isadora is a methodology for creating information flow specifications of hardware designs. The methodology combines information flow tracking and specification mining to produce a…

cs.CV2021

Hardware-efficient Residual Networks for FPGAs

Olivia Weng, Alireza Khodamoradi, Ryan Kastner

Residual networks (ResNets) employ skip connections in their networks -- reusing activations from previous layers -- to improve training convergence, but these skip connections cre…

cs.AR2020★ 2 cited

A Unified Model for Gate Level Propagation Analysis

Jeremy Blackstone, Wei Hu, Alric Althoff +3

Classic hardware verification techniques (e.g., X-propagation and fault-propagation) and more recent hardware security verification techniques based on information flow tracking (I…