activity
20132026
most citedFebruus: Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems

250 citations · 863 across the 66 of their papers we have counts for

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Showing 2019Show all

7 papers · 1 filter

cs.CR2019★ 15 cited

Design and Evaluation of a Multi-Domain Trojan Detection Method on Deep Neural Networks

Yansong Gao, Yeonjae Kim, Bao Gia Doan +5

This work corroborates a run-time Trojan detection method exploiting STRong Intentional Perturbation of inputs, is a multi-domain Trojan detection defence across Vision, Text and A…

cs.MA2019★ 27 cited

Multi-Objective Multi-Agent Planning for Jointly Discovering and Tracking Mobile Object

Hoa Van Nguyen, Hamid Rezatofighi, Ba-Ngu Vo +1

We consider the challenging problem of online planning for a team of agents to autonomously search and track a time-varying number of mobile objects under the practical constraint…

cs.CR2019★ 250 cited

Februus: Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems

Bao Gia Doan, Ehsan Abbasnejad, Damith C. Ranasinghe

We propose Februus; a new idea to neutralize highly potent and insidious Trojan attacks on Deep Neural Network (DNN) systems at run-time. In Trojan attacks, an adversary activates…

cs.LG2019

SparseSense: Human Activity Recognition from Highly Sparse Sensor Data-streams Using Set-based Neural Networks

Alireza Abedin, S. Hamid Rezatofighi, Qinfeng Shi +1

Batteryless or so called passive wearables are providing new and innovative methods for human activity recognition (HAR), especially in healthcare applications for older people. Pa…

cs.CR2019

Hash Functions and Benchmarks for Resource Constrained Passive Devices: A Preliminary Study

Yang Su, Yansong Gao, Omid Kavehei +1

Recently, we have witnessed the emergence of intermittently powered computational devices, an early example is the Intel WISP (Wireless Identification and Sensing Platform). How we…

cs.CR2019★ 2 cited

Building Secure SRAM PUF Key Generators on Resource Constrained Devices

Yansong Gao, Yang Su, Wei Yang +3

A securely maintained key is the premise upon which data stored and transmitted by ubiquitously deployed resource limited devices, such as those in the Internet of Things (IoT), ar…