M. Dras

Most-cited papers

Automatic Recognition of Student Engagement Using Deep Learning and Facial Expression
Omid Mohamad Nezami, M. Dras, Len Hamey, Deborah Richards +2 more
2018ECML/PKDD139 citations Open access
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Generalised Differential Privacy for Text Document Processing
Natasha Fernandes, M. Dras, A. McIver
2018The post132 citations Open access
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Clinical named entity recognition and relation extraction using natural language processing of medical free text: A systematic review
David Fraile Navarro, Kiran Ijaz, D. Rezazadegan, H. Rahimi-Ardabili +3 more
2023Int. J. Medical Informatics98 citations Open access
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Elemental psychopathology: distilling constituent symptoms and patterns of repetition in the diagnostic criteria of the DSM-5.
M. Forbes, Bryan Neo, Omid Mohamed Nezami, Eiko I. Fried +4 more
2023Psychological Medicine70 citations Open access
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Deep Reinforcement Learning Guided Graph Neural Networks for Brain Network Analysis
Xu-Sheng Zhao, Jia Wu, Hao Peng, A. Beheshti +8 more
2022Neural Networks66 citations Open access
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Expert evaluation of large language models for clinical dialogue summarization
David Fraile Navarro, Enrico W. Coiera, Thomas W. Hambly, Zoe Triplett +6 more
2025Scientific Reports58 citations
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OptIForest: Optimal Isolation Forest for Anomaly Detection
Haolong Xiang, Xuyun Zhang, Hongsheng Hu, Lian-Yong Qi +4 more
2023International Joint Conference on Artificial Intelligence55 citations Open access
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Siamese Networks for Large-Scale Author Identification
Chakaveh Saedi, M. Dras
2019Computer Speech and Language47 citations Open access
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Native Language Identification With Classifier Stacking and Ensembles
S. Malmasi, M. Dras
2018International Conference on Computational Logic45 citations Open access
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Predicting accuracy on large datasets from smaller pilot data
Mark Johnson, Peter Anderson, M. Dras, Mark Steedman
2018Annual Meeting of the Association for Computational Linguistics45 citations Open access
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Mention Flags (MF): Constraining Transformer-based Text Generators
Yufei Wang, Ian D. Wood, Stephen Wan, M. Dras +1 more
2021Annual Meeting of the Association for Computational Linguistics39 citations Open access
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Here's a Free Lunch: Sanitizing Backdoored Models with Model Merge
Ansh Arora, Xuanli He, Maximilian Mozes, Srinibas Swain +2 more
2024Annual Meeting of the Association for Computational Linguistics37 citations
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Face-Cap: Image Captioning using Facial Expression Analysis
Omid Mohamad Nezami, M. Dras, Peter Anderson, Len Hamey
2018ECML/PKDD31 citations
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Using machine learning to study the effect of medication adherence in Opioid Use Disorder
David Warren, Amir Marashi, Arwa Siddiqui, Asim Adnan Eijaz +4 more
2022PLoS ONE26 citations Open access
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Collaboration, not Confrontation: Understanding General Practitioners’ Attitudes Towards Natural Language and Text Automation in Clinical Practice
David Fraile Navarro, A. Kocaballi, M. Dras, S. Berkovsky
2022ACM Trans. Comput. Hum. Interact.25 citations Open access
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Pick-Object-Attack: Type-Specific Adversarial Attack for Object Detection
Omid Mohamad Nezami, Akshay Chaturvedi, M. Dras, Utpal Garain
2020Computer Vision and Image Understanding24 citations Open access
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VITAL: A New Dataset for Benchmarking Pluralistic Alignment in Healthcare
Anudeex Shetty, A. Beheshti, M. Dras, Usman Naseem
2025Annual Meeting of the Association for Computational Linguistics23 citations
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A Survey on Progress in LLM Alignment from the Perspective of Reward Design
Miaomiao Ji, Yan-Qiu Wu, Zhi-Bin Wu, Shoujin Wang +3 more
2025arXiv.org22 citations
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Towards Generating Stylized Image Captions via Adversarial Training
Omid Mohamad Nezami, M. Dras, Stephen Wan, Cécile Paris +1 more
2019Pacific Rim International Conference on Artificial Intelligence20 citations Open access
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Few-shot fine-tuning SOTA summarization models for medical dialogues
David Fraile Navarro, M. Dras, S. Berkovsky
2022North American Chapter of the Association for Computational Linguistics18 citations Open access
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Senti-Attend: Image Captioning using Sentiment and Attention
Omid Mohamad Nezami, M. Dras, Stephen Wan, Cécile Paris
2018arXiv.org18 citations
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Deep Optimal Isolation Forest with Genetic Algorithm for Anomaly Detection
Haolong Xiang, Xuyun Zhang, M. Dras, A. Beheshti +2 more
2023Industrial Conference on Data Mining15 citations
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Author Obfuscation Using Generalised Differential Privacy
Natasha Fernandes, M. Dras, A. McIver
2018arXiv.org15 citations
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Conversation dynamics in a multiplayer video game with knowledge asymmetry
James Simpson, Patrick Nalepka, R. Kallen, M. Dras +5 more
2022Frontiers in Psychology14 citations Open access
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Predicting Suicidal Behavior Without Asking About Suicidal Ideation: Machine Learning and the Role of Borderline Personality Disorder Criteria.
Á. Horváth, M. Dras, Catie C. W. Lai, S. Boag
2020Suicide and Life-Threatening Behaviour14 citations
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Image Captioning using Facial Expression and Attention
Omid Mohamad Nezami, M. Dras, Stephen Wan, Cécile Paris
2019Journal of Artificial Intelligence Research13 citations Open access
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Myanmar XNLI: building a dataset and exploring low-resource approaches to natural language inference with Myanmar
Aung Kyaw Htet, M. Dras
2025Language Resources and Evaluation11 citations Open access
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Neural Rule-Execution Tracking Machine For Transformer-Based Text Generation
Yufei Wang, Can Xu, Huang Hu, Chongyang Tao +4 more
2021Neural Information Processing Systems11 citations
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Too Helpful, Too Harmless, Too Honest or Just Right?
G. Kashyap, M. Dras, Usman Naseem
2025Conference on Empirical Methods in Natural Language Processing10 citations
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VaxGuard: A Multi-Generator, Multi-Type, and Multi-Role Dataset for Detecting LLM-Generated Vaccine Misinformation
S. Ahmad, Haohui Lu, Sidong Liu, A. Lau +3 more
2025arXiv.org10 citations
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Should LLM Safety be More Than Refusing Harmful Instructions?
Utsav Maskey, M. Dras, Usman Naseem
2025Machine-mediated learning10 citations Open access
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Assessing Team Effectiveness by How Players Structure Their Search in a First‐Person Multiplayer Video Game
Patrick Nalepka, Matthew Prants, Hamish Stening, James Simpson +6 more
2022Cognitive Sciences10 citations Open access
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Seeing the Forest through the Trees: Data Leakage from Partial Transformer Gradients
Weijun Li, Qiong-Kai Xu, M. Dras
2024Conference on Empirical Methods in Natural Language Processing9 citations
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Identifying Which Relational Cues Users Find Helpful to Allow Tailoring of e-Coach Dialogues
Sana Salman, Debbie Richards, M. Dras
2023Multimodal Technologies and Interaction9 citations Open access
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Processing Text for Privacy: An Information Flow Perspective
Natasha Fernandes, M. Dras, A. McIver
2018World Congress on Formal Methods9 citations
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Framing Political Bias in Multilingual LLMs Across Pakistani Languages
Afrozah Nadeem, M. Dras, Usman Naseem
2025Annual Meeting of the Association for Computational Linguistics8 citations Open access
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DesertWoZ: A Wizard of Oz Environment to Support the Design of Collaborative Conversational Agents
James Simpson, Hamish Stening, Patrick Nalepka, M. Dras +5 more
2022CSCW Companion8 citations
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Deep Learning for Domain Adaption: Engagement Recognition
Omid Mohamad Nezami, Len Hamey, Deborah Richards, M. Dras
2018arXiv.org8 citations
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LLM Alignment should go beyond Harmlessness-Helpfulness and incorporate Human Agency
Usman Naseem, Tanmoy Chakraborty, Kai-Wei Chang, M. Dras +3 more
2026Cognitive Computation7 citations Open access
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De-identification of clinical data: A systematic review of free text, image and tabular data approaches
Pedro Faustini, Annabelle Mciver, R. Sullivan, M. Dras
2025Int. J. Medical Informatics7 citations Open access
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Steering Towards Fairness: Mitigating Political Bias in LLMs
Afrozah Nadeem, M. Dras, Usman Naseem
2025Proceedings of the 8th Workshop on Challenges and Applications of Automated Extraction of Socio-political Events from Texts7 citations
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Detecting Textual Adversarial Examples Based on Distributional Characteristics of Data Representations
Na Liu, M. Dras, Wei Emma Zhang
2022Workshop on Representation Learning for NLP7 citations Open access
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Improved deep learning-based classification of mine-like contacts in sonar images from autonomous underwater vehicles
A. Bouzerdoum, P. Chapple, M. Dras, Yi Guo +8 more
20197 citations
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Seeing the Threat: Vulnerabilities in Vision-Language Models to Adversarial Attack
Juan Ren, M. Dras, Usman Naseem
2025Human-Centric Intelligent Systems6 citations Open access
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SHIELD: Classifier-Guided Prompting for Robust and Safer LVLMs
Juan Ren, M. Dras, Usman Naseem
2025arXiv.org5 citations
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SafeConstellations: Steering LLM Safety to Reduce Over-Refusals Through Task-Specific Trajectory
Utsav Maskey, Sumit Yadav, M. Dras, Usman Naseem
2025arXiv.org5 citations
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The Structure of Team Search Behaviors with Varying Access to Information
Matthew Prants, James Simpson, Patrick Nalepka, R. Kallen +5 more
2021Annual Meeting of the Cognitive Science Society5 citations
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Tip of the Finger or Tip of the Tongue?: The Effects of Verbal Communication on Online Multi-Player Team Performance
James Simpson, Patrick Nalepka, Cassandra L. Crone, R. Kallen +6 more
2021CSCW Companion5 citations
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Can an AI agent lead human teams?
James Simpson, Gaurav Patil, Hamish Stening, Ayman Bin Kamruddin +8 more
2026Comput. Hum. Behav. Artif. Humans4 citations Open access
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We Think, Therefore We Align LLMs to Helpful, Harmless and Honest Before They Go Wrong
G. Kashyap, M. Dras, Usman Naseem
2025arXiv.org4 citations
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