Robustness

biblio

Adversarial Machine Learning Attack on Modulation Classification

Submitted by grigby1 on Fri, 07/03/2020 - 5:05pm

Adversarial Machine Learning
adversarial machine learning attack
adversarial ML examples
Carlini & Wagner attack
cognitive self-driving networks
Deterrence
Human behavior
learning (artificial intelligence)
Mathematical model
ML models
ML-based modulation classification methods
ML-based modulation classifiers
modulation
Modulation classification
pattern classification
Perturbation methods
pubcrawl
resilience
Resiliency
Robustness
Scalability
security of data
Signal to noise ratio
Support vector machines
Task Analysis

biblio

Perceptually Transparent Robust Audio Watermarking Algorithm Using Multi Resolution Decomposition Cordic QR Decomposition

Submitted by grigby1 on Fri, 07/03/2020 - 4:54pm

pubcrawl
Metrics
cyber physical systems
Signal to noise ratio
Robustness
Watermarking
Payloads
audio coding
audio signal processing attacks
audio watermarking
AWGN
binary data embedding capacity
cordic QR decomposition
data hiding
digital watermarking
embedded watermark
information security
Multi Resolution Decomposition
multiresolution decomposition
perceptual transparency
robust audio watermarking algorithm
Signal processing algorithms
Signal resolution
decomposition
Compositionality

biblio

Dynamic Threshold Design Based on Kalman Filter in Multiple Fault Diagnosis

Submitted by aekwall on Mon, 05/18/2020 - 10:48am

Resiliency
pubcrawl
Metrics
robust control
Robustness
Mathematical model
uncertainty
cyber physical systems
Engines
Human Factors
Time factors
Kalman filters
Eigenvalues and eigenfunctions
fault diagnosis
multiple fault diagnosis
aerospace engines
aircraft engine
aircraft engine fault detection
bounded norm uncertainty
constant threshold
current methods
diagnosis system
dynamic threshold
dynamic threshold algorithm
dynamic threshold design
dynamic threshold range changes
isolation systems
Kalman filter
sensitivity requirements
state space equation
time domain response range calculation formula
uncertain systems

biblio

Certified Robustness to Adversarial Examples with Differential Privacy

Submitted by aekwall on Mon, 04/20/2020 - 10:31am

Cryptography
data privacy
security
learning (artificial intelligence)
pubcrawl
Metrics
Robustness
standards
neural nets
Databases
Mathematical model
Measurement
Predictive models
differential privacy
deep neural networks
machine learning models
adversarial examples
Adversarial-Examples
certified defense
certified robustness
cryptographically-inspired privacy formalism
Deep-learning
defense
Google Inception network
ImageNet
machine-learning
norm-bounded attacks
PixelDP
Sophisticated Attacks
privacy models and measurement

biblio

Adversarial Defense via Learning to Generate Diverse Attacks

Submitted by grigby1 on Fri, 04/17/2020 - 10:58am

adversarial defense
Adversarial training
black-box attacks
classification performance
composability
Compositionality
deep learning
deep neural networks
deterministic generator
Generators
learning (artificial intelligence)
machine learning
malicious attacks
Metrics
neural nets
Neural networks
one-shot perturbation
optimization
pattern classification
Perturbation methods
pubcrawl
recursive generator
resilience
Resiliency
Robustness
security of data
stochastic generator
Training
White Box Security

biblio

Uncertainty-Aware Opinion Inference Under Adversarial Attacks

Submitted by grigby1 on Fri, 04/17/2020 - 10:58am

Adv-COI
adversarial collective opinion inference
adversarial evidence
black box adversarial attacks
collective subjective logic
composability
Compositionality
computational complexity
CSL
Data mining
data mining tasks
Data models
Decision Making
highly scalable opinion inference
inference mechanisms
learning (artificial intelligence)
logic-rule based structured data
Metrics
minimax techniques
possible adversarial attacks
Probabilistic logic
probabilistic model
probabilistic soft logic
probability
Probability density function
PSL
pubcrawl
resilience
Resiliency
Robustness
security of data
Silicon
Training
uncertain evidence
uncertainty
uncertainty-aware opinion inference
unknown opinions
white box adversarial attacks
White Box Security

biblio

Towards Understanding Limitations of Pixel Discretization Against Adversarial Attacks

Submitted by grigby1 on Tue, 02/18/2020 - 11:52am

adversarial attacks
Artificial Neural Networks
composability
Cryptography
Data models
deep learning
ImageNet
Image Processing
low computational overhead
machine learning
Measurement
Metrics
MNIST
neural nets
Neural networks
Perturbation methods
pixel discretization
pixel discretization defense method
preprocessing defense
preprocessing defense methods
pubcrawl
resilience
Resiliency
Robustness
Training
white-box attacks
white box cryptography

biblio

An Improved Video Steganography: Using Random Key-Dependent

Submitted by grigby1 on Mon, 02/10/2020 - 11:42am

composability
cover media
current communications channels insurance advancements
Exact Matching Algorithm
Hiding information and Key-Dependent Data Technique
image colour analysis
Image edge detection
improved video steganography
information insurance
information technology
Media
Metrics
nonsecret digital carrier
privacy
pubcrawl
quality assessment
Random Key -Dependent Data
Robustness
secret data hiding
secret text
security
Steganography
steganography detection
steganography performance criteria
video frames RGB channels
video recording
video signal processing

file

Safe Learning in Co-robots--Theory, Experiments and Education

Submitted by francesco on Thu, 01/09/2020 - 5:59pm. Contributors:

Francesco Borrelli
Benjamin Rechtand
Koushil Sreenath

Safety
personalization
control
dynamics
learning
Robustness
Locomotion
Posters
1931853
CPS PI Meeting 2020
2020
NSF
U.S. Government
Poster

biblio

Deep-Reinforcement Learning Multiple Access for Heterogeneous Wireless Networks

Submitted by grigby1 on Thu, 12/05/2019 - 10:52am

clean slate
clean-slate design
collaboration
convergence
DARPA SC2
deep reinforcement learning
deep-reinforcement learning multiple access
design framework
DLMA
DRL agent
DRL algorithmic framework
heterogeneous wireless networks
Human behavior
Human Factors
learning (artificial intelligence)
MAC design
machine learning
machine-learning technique
Media Access Protocol
Metrics
network layers
neural nets
Neural networks
optimal MAC strategy
Policy
Policy Based Governance
policy governance
prior knowledge
pubcrawl
radio networks
resilience
Resiliency
Robustness
share spectrum
telecommunication computing
time division multiple access
time-slotted networks
traditional reinforcement learning
universal MAC protocol
wireless networks

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Cyber-Physical Systems Virtual Organization

Fostering collaboration among CPS professionals in academia, government, and industry

Robustness

Adversarial Machine Learning Attack on Modulation Classification

Perceptually Transparent Robust Audio Watermarking Algorithm Using Multi Resolution Decomposition Cordic QR Decomposition

Dynamic Threshold Design Based on Kalman Filter in Multiple Fault Diagnosis

Certified Robustness to Adversarial Examples with Differential Privacy

Adversarial Defense via Learning to Generate Diverse Attacks

Uncertainty-Aware Opinion Inference Under Adversarial Attacks

Towards Understanding Limitations of Pixel Discretization Against Adversarial Attacks

An Improved Video Steganography: Using Random Key-Dependent

Safe Learning in Co-robots--Theory, Experiments and Education

Deep-Reinforcement Learning Multiple Access for Heterogeneous Wireless Networks