Shahroz Tariq Ph.D.

Research Scientist at CSIRO's Data61

Email: shahroz DOT tariq AT csiro DOT au

Publication Summary

Conferences

CORE A*: KDD'19, ACMMM'21, NeurIPS'21, WWW'21, WWW'22

CORE A: CIKM'20, CIKM'22, CIKM'23

CORE B: SMC'16, SAC'19, SAC'20, IFIPSec'21, SAC'22

Workshops & Posters: MPS@CCS'18, IOSec@RAID'18, MiLeTS@KDD'19, TMEDSC@KDD'19, MobiSys'19, ADGD@ACMMM'21, WMF@CVPR'21, WDC@AsiaCCS'23

Journals: IEEE Computer, NPL, IEEE Access, COSE [IF: 5.6], ASOC [IF: 8.7], SCS [IF: 11.7]

Publications

2024

Beyond the Screen: Evaluating Deepfake Detectors under Moiré Pattern Effects

A2C: A Modular Multi-stage Collaborative Decision Framework for Human-AI Teams

SoK: Facial Deepfake Detectors

Alert Fatigue in Security Operations Centres: Research Challenges and Opportunities



Towards Human-AI Teaming to Mitigate Alert Fatigue in Security Operations Centres



2023



Towards Understanding of Deepfake Videos in the Wild





OTJR: Optimal Transport Meets Optimal Jacobian Regularization for Adversarial Robustness





Deepfake in the Metaverse: Security Implications for Virtual Gaming, Meetings, and Offices



Why Do Deepfake Detectors Fail?



Distance Adaptive Graph Convolutional Gated Network-based Smart Air Quality Monitoring and Health Risk Prediction in Sensor-devoid Urban Areas


Evaluating Trustworthiness and Racial Bias in Face Recognition APIs using Deepfakes


2022


Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability


Am I a Real or Fake Celebrity? Evaluating Face Recognition and Verification APIs under Deepfake Impersonation Attack


PTD: Privacy-Preserving Human Face Processing Framework using Tensor Decomposition


ORVAE: One-Class Residual Variational Autoencoder for Voice Activity Detection in Noisy Environment


A Survey of Deep Learning-based Object Detection Methods and Datasets for Overhead Imagery

2021


FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset



CoReD: Generalizing Fake Media Detection with Continu-al Representation using Distillation



One Detector to Rule Them All: Towards a General Deep-fake Attack Detection Framework


FReTAL: Generalizing Deepfake Detection using Knowled-ge Distillation and Representation Learning


Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors



TAR: Generalized Forensic Framework to Detect Deepfak-es using Weakly Supervised Learning


Detecting Handcrafted Facial Image Manipulations and GAN-Generated Facial Images using ShallowNet

2020


ITAD: Integrative Tensor-based Anomaly Detection Syst-em for Reducing False Positives of Satellite Systems


A Convolutional LSTM based Residual Network for Deep-fake Video Detection

CAN-ADF: The Controller Area Network Attack Detection Framework

CANTransfer — Transfer Learning based Intrusion Detec-tion on a Controller Area Network using Convolutional LSTM Network

2019



Efficient parking control algorithms for self-driving cars







Tensor Decomposition for Anomaly Detection in Space 



Contextual Anomaly Detection  by Correlated Probability Distributions  using Kullback-Leibler Divergence 


Detecting Anomalies in Space using Multivariate Con-volutional LSTM with Mixtures of Probabilistic PCA



AuthGPS — Lightweight GPS Authentication against GPS and LTE spoofing



GAN is a Friend or Foe? A Framework to Detect Various Fake Face Images

2018

Detecting In-Vehicle CAN Message Attacks using Heuristi-cs and RNNs

Detecting Both Machine and Human Created Fake Face Images In the Wild

2016


Parking Location Control Algorithm for Self-Driving Cars


Controlled parking for self-driving cars



Automated Parking for Self-Driving Cars