Publication Summary

Conferences

CORE A*: KDD'19, ACMMM'21, NeurIPS'21, WWW'21, WWW'22, WWW'25, ACMMM'25, NeurIPS'25, S&P'26

CORE A: CIKM'20, CIKM'22, CIKM'23, EuroS&P'25

CORE B: SMC'16, SAC'19, SAC'20, IFIPSec'21, SAC'22, ICIP'24, ACCV'24

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, WMF@CVPR'24

Journals: IEEE Computer, NPL, IEEE Access, COSE [IF: 5.4], ASOC [IF: 6.6], SCS [IF: 12.0], ACM Computing Surveys [IF: 28.0], ESWA [IF: 7.5]

Publications

2025

Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions

- Razaib Tariq, Minji Heo, Simon S. Woo, and Shahroz Tariq
- Accepted in the Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS'25)
- CORE Ranking: A*

- Paper Link: [Coming Soon]

Alert Fatigue in Security Operations Centres: Research Challenges and Opportunities

- Shahroz Tariq, Mohan Baruwal Chhetri, Surya Nepal, and Cecile Paris
- ACM Computing Surveys
- Impact Factor: 28.0

- Paper Link: [ACM]

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users

- Shahroz Tariq, Priyanka Singh, Simon S. Woo, Saakshi Gupta, Irena Irmalasari, and Dev Gupta
- Accepted at ACM MM '25
- CORE Ranking: A*

- Paper Link: [Coming Soon]

LLMs in the SOC: An Empirical Study of Human-AI Collaboration in Security Operations Centres

- Ronal Singh, Shahroz Tariq, Fatemeh Jalalvand, Mohan Baruwal Chhetri, Surya Nepal, Cecile Paris, Martin Lochner
- Accepted at 47th IEEE Symposium on Security and Privacy (S&P '26)
CORE Ranking: A*

- Paper Link: [arXiv]

SoK: Systematization and Benchmarking of Deepfake Detectors in a Unified Framework

- Binh M Le, Jiwon Kim, Simon S. Woo, Kristen Moore, Alsharif Abuadbba, and Shahroz Tariq
- IEEE European Symposium on Security and Privacy 2025 (EuroS&P'25)
CORE Ranking: A

- Paper Link: [arXiv]
- Previous Title: SoK: Facial Deepfake Detectors

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

- Shahroz Tariq, Mohan Baruwal Chhetri, Surya Nepal, and Cecile Paris
- Expert Systems with Applications
Impact Factor: 7.5

- Paper Link: [arXiv] [Journal Version]

Towards Effective Identification of Attack Techniques in Cyber Threat Intelligence Reports using Large Language Models

- Hoang Cuong Nguyen, Shahroz Tariq, Mohan Baruwal Chhetri and Bao Quoc Vo
- The Web Conference (WWW'25)
CORE Ranking: A*

- Paper Link: [WWW Version] [arXiv]

Towards a Criteria-based Approach to Selecting Human-AI Interaction Mode

- Jessica Irons, Patrick Cooper, Melanie McGrath, Shahroz Tariq, and Andreas Duenser
- Human Factors and Ergonomics in Manufacturing & Service Industries Journal
Impact Factor: 2.2

- Paper Link: [arXiv][Journal version]

LLMs Are Not Yet Ready for Deepfake Image Detection

- Shahroz Tariq, David Nguyen, M.A.P. Chamikara, Tingmin Wu, Alsharif Abuadbba, and Kristen Moore
- Under Review

- Paper Link: [arXiv]

Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

- Shahroz Tariq, Ronal Singh, Mohan Baruwal Chhetri, Surya Nepal, and Cecile Paris
- Under Review

- Paper Link: [arXiv]

Rethinking Invisible Text Watermarking: A Scalable Watermarking Framework for Generative and Static Text

- Chamikara Mahawaga Arachchige, Tina Wu, Kristen Moore, Shahroz Tariq, and Sharif Abuadbba
- Under review

- Paper Link: [soon]

2024

Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense

- Binh Le, Shahroz Tariq, and Simon S. Woo
- 17th Asian Conference on Computer Vision (ACCV '24)
CORE Ranking: B
- Oral Presentation (5.6% acceptance rate)

- Paper Link: [arXiv] [ACCV Version]

Exploring the Impact of Moire Pattern on Deepfake Detectors

- Razaib Tariq, Shahroz Tariq, and Simon S. Woo
- IEEE International Conference on Image Processing (ICIP 2024)
CORE Ranking: B

- Paper Link: [ICIP Version]

Beyond the Screen: Evaluating Deepfake Detectors under Moiré Pattern Effects

- Razaib Tariq, Minji Heo, Simon S. Woo, and Shahroz Tariq
- CVPR Workshop on Media Forensics 2024 (WMF 2024)

- Paper Link: [CVPR Version]

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

- Mohan Baruwal Chhetri, Shahroz Tariq, Ronal Singh, Fatemeh Jalalvand, Cecile Paris, and Surya Nepal
- ACM Transactions on Internet Technology
- Impact Factor: 5.3

- Paper Link: [Journal Version]

2023

Towards Understanding of Deepfake Videos in the Wild

- Beomsang Cho, Binh Le, Jiwon Kim, Simon Woo, Shahroz Tariq, Alsharif Abuadbba, and Kristen Moore
- The 32nd ACM International Conference on Information and Knowledge Management (CIKM 2023)
CORE Ranking: A

- Paper Link: [arXiv] [CIKM Version]

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

- Shahroz Tariq, Alsharif Abuadbba, and Kristen Moore
- The 2nd Workshop on the security implications of Deepfakes and Cheapfakes (WDC '23)

- Paper Link: [arXiv] [WDC Version]

Why Do Deepfake Detectors Fail?

- Binh Le, Shahroz Tariq, Alsharif Abuadbba, Kristen Moore, and Simon S. Woo
The 2nd Workshop on the security implications of Deepfakes and Cheapfakes (WDC '23)

- Paper Link: [arXiv] [WDC version]

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

- Shahzeb Tariq, Shahroz Tariq, SangYoun Kim, Simon S. Woo, and Chang Kyoo Yoo
- Journal of Sustainable Cities and Society
Impact Factor: 12.0

- Paper Link: [Journal Version]

Evaluating Trustworthiness and Racial Bias in Face Recognition APIs using Deepfakes

- Shahroz Tariq, Sowon Jeon, and Simon S. Woo
- IEEE Computer Magazine
Impact Factor: 2.3

- Paper Link: [IEEE]

2022

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

- Shahroz Tariq, Binh M. Le, and Simon S. Woo
- The 31st ACM International Conference on Information and Knowledge Management (CIKM 2022).
CORE Ranking: A

- Paper Link: [arXiv] [CIKM version]

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

- Shahroz Tariq, Sowon Jeon, and Simon S. Woo
- The 31st Web Conference (formerly known as the International World Wide Web Conference) (WWW 2022).
CORE Ranking: A*

- Media Coverage: [News1, News2, News3, News4, News5]
- Paper Link: [arXiv] [WWW version]

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

Jeongho Kim, Shahroz Tariq, and Simon S. Woo
The 37th ACM/SIGAPP Symposium on Applied Computing (SAC '22)
CORE Ranking: Multiconference
Paper Link: [SAC]

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

Hasam Khalid, Shahroz Tariq, TaeSoo Kim, Jong Hwan Ko, and Simon S. Woo
Neural Processing Letters
Impact Factor: 3.1
Paper Link: [Journal version]

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

Junhyung Kang, Shahroz Tariq, Han Oh, Simon S. Woo
IEEE Access
Impact Factor: 3.9
Paper Link: [Journal version]

2021

FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset

Hasam Khalid, Shahroz Tariq, Minha Kim, Simon S. Woo
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS '21)
CORE Ranking: A*
Paper Link: [NeurIPS]

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

Minha Kim, Shahroz Tariq, Simon S. Woo
The 29th ACM International Conference on Multimedia (ACMMM '21) (Oral)
CORE Ranking: A*
Paper Link: [arXiV] [ACM MM version]

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

Shahroz Tariq, Sangyup Lee, and Simon S. Woo
The 30th Web Conference (formerly known as International World Wide Web Conference) (WWW 2021).
CORE Ranking: A*
Media Coverage: [News]
Paper Link: [arXiv] [WWW version]

FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning

Minha Kim*, Shahroz Tariq*, Simon S. Woo
CVPR Workshop on Media Forensics 2021 (WMF 2021)
Paper Link: [arXiV] [CVPR version]

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

Hasam Khalid, Minha Kim, Shahroz Tariq, and Simon S. Woo
ACMMM Workshop on synthetic multimedia - Audiovisual Deepfake Generation and Detection (ADGD)
Paper Link: [arXiv] [ACMMM version]

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

Sangyup Lee, Shahroz Tariq, Junyaup Kim, and Simon S. Woo
36th International Conference on ICT Systems Security and Privacy Protection (IFIP SEC 2021) [Acceptance rate =~20%]
CORE Ranking: B
Paper Link: [arXiv] [IFIP-Sec Version]

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

Sangyup Lee, Shahroz Tariq, Youjin Shin, and Simon S. Woo
Elsevier Applied Soft Computing Journal
Impact Factor: 8.7
Media Coverage: [News]
Paper Link: [Link]

2020

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

Youjin shin, Sangyup Lee, Shahroz Tariq, Myeong Shin Lee, Okchul Jung, Daewon Chung, and Simon S. Woo
29th ACM International Conference on Information and Knowledge Management (CIKM 2020)
CORE Ranking: A
Media: [GrowKudos Article] [Video]
Paper Link: [Link]

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

Shahroz Tariq, Sangyup Lee, and Simon S. Woo
Paper Link: [arXiv]

CAN-ADF: The Controller Area Network Attack Detection Framework

Shahroz Tariq, Sangyup Lee, Huy Kang Kim, and Simon S. Woo
Elsevier Computers & Security Journal
Impact Factor: 5.6
Paper Link: [Link]

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

Shahroz Tariq, Sangyup Lee, and Simon S. Woo
The 35th ACM/SIGAPP Symposium On Applied Computing (SAC 2020), Brno, Czech Republic, March 2020.
CORE Ranking: Multiconference
Media: [Slides] [Video]
Paper Link: [Link]

2019

Efficient parking control algorithms for self-driving cars

Shahroz Tariq, Hyunsoo Choi, Heemin Park, Jae Won Lee
International Journal of Internet Technology and Secured Transactions, August 2019
Paper Link: [Link]

Tensor Decomposition for Anomaly Detection in Space

Youjin Shin, Sangyup Lee, Shahroz Tariq, and Simon Woo
The workshop on Tensor Methods for Emerging Data Science Challenges (TMEDSC 2019) co-located with the 25TH ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2019), Anchorage, Alaska - USA August 2019

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

Jinwoo Cho, Shahroz Tariq, Sangyup Lee, Young Geun Kim, Jeong-Han Yun, Jonguk Kim, Hyoung Chun Kim, and Simon Woo
The 5th Workshop on Mining and Learning from Time Series (MiLeTS 2019) co-located with the 25TH ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2019), Anchorage, Alaska - USA August 2019
Paper Link: [Link]

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

Shahroz Tariq, Sangyup Lee, Youjin Shin, Myeong Shin Lee, Okchul Jung, Daewon Chung, and Simon S. Woo
The 25TH ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2019), Anchorage, Alaska - USA August 2019
CORE Ranking: A*
Paper Link: [Link]

AuthGPS — Lightweight GPS Authentication against GPS and LTE spoofing

Shahroz Tariq, Hoyoung Kim, and Jihoon Ryoo
The 17th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys 2019), Seoul, South Korea June 2019
CORE Ranking: A
Paper Link: [Link]

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

Shahroz Tariq, Sangyup Lee, Youjin Shin, Ho-Young Kim, and Simon S. Woo
The 34th ACM/SIGAPP Symposium on Applied Computing (ACM SAC 2019), Limassol, Cyprus April 2019
CORE Ranking: Multiconference
Paper Link: [Link]

2018

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

Shahroz Tariq, Sangyup Lee, Huy Kang Kim, and Simon S. Woo
3rd International workshop on Information & Operational Technology (IT & OT) security systems (IOSec 2018), co-located with 21st International Symposium on Research in Attacks, Intrusions, and Defenses (RAID 2018), Crete, Greece, Sept 2018
Paper Link: [Link]

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

Shahroz Tariq, Sangyup Lee, Ho-Young Kim, Youjin Shin, and Simon S. Woo
2nd International Workshop on Multimedia Privacy and Security (MPS 2018), co-located with 25th ACM Conference on Computer and Communications Security (CCS 2018), Toronto, Canada, 2018
Media Coverage: [Tech Xplore Article]
Paper Link: [Link]

2016

Parking Location Control Algorithm for Self-Driving Cars

Shahroz Tariq and Heemin Park
Journal: The Journal of Information Science Society of Korea (정보과학회 컴퓨팅의 실제 논문지), December 2016
Paper Link: [Link]

Controlled parking for self-driving cars

Shahroz Tariq, Hyunsoo Choi, CM Wasiq, Heemin Park
Conference: 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016), October 2016
CORE Ranking: B
Paper Link: [Link]

Automated Parking for Self-Driving Cars

Shahroz Tariq, Hyunsoo Choi, CM Wasiq, Heemin Park
Journal: Proceedings of the Korean Information Science Society (한국정보과학회 학술발표논문집), June 2016
Paper Link: [Link]

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