Sarah M. Erfani

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Christopher LeckieProfessor, Computing and Information Systems, The University of MelbourneVerified email at unimelb.edu.au
James BaileyProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Xingjun MaSchool of Computer Science, Fudan UniversityVerified email at unimelb.edu.au
Sutharshan RajasegararAssociate Professor, School of Information Technology, Deakin UniversityVerified email at unimelb.edu.au
Shanika KarunasekeraProfessor, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Michael E. HouleNew Jersey Institute of TechnologyVerified email at njit.edu
Yisen WangAssistant Professor, Peking UniversityVerified email at pku.edu.cn
Tansu AlpcanProfessor, Dept. of EEE, the University of MelbourneVerified email at unimelb.edu.au
Hanxun HuangThe University of MelbourneVerified email at unimelb.edu.au
Benjamin I. P. RubinsteinProfessor, School of Computing and Information Systems, The University of MelbourneVerified email at unimelb.edu.au
James C. BezdekUniversity of Melbourne, Computer and Information SystemsVerified email at unimelb.edu.au
Vinh NguyenDeep Learning @NVIDIAVerified email at nvidia.com
Sandamal WeerasingheResearch Fellow, School of Computing and Information Systems, The University of MelbourneVerified email at unimelb.edu.au
M. PalaniswamiProfessor of Electrical EngineeringVerified email at unimelb.edu.au
Yixin SuThe University of MelbourneVerified email at student.unimelb.edu.au
Mahsa BaktashmotlaghUniversity of QueenslandVerified email at uq.edu.au
Masud MoshtaghiAmazonVerified email at amazon.com
Bo LiUniversity of Illinois at Urbana–ChampaignVerified email at illinois.edu
Dawn SongProfessor of Computer Science, UC BerkeleyVerified email at cs.berkeley.edu
Shu-Tao XiaSIGS, Tsinghua UniversityVerified email at sz.tsinghua.edu.cn

Sarah M. Erfani

Associate Professor and DECRA Fellow, Computing and Information Systems, University of Melbourne

Verified email at unimelb.edu.au - Homepage

Machine Learning AI Safety Cyber Security


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High-dimensional and large-scale anomaly detection using a linear one-class SVM with deep learning SM Erfani, S Rajasegarar, S Karunasekera, C Leckie Pattern Recognition 58, 121-134, 2016	1286	2016
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality X Ma, B Li, Y Wang, SM Erfani, S Wijewickrema, ME Houle, ... International Conference on Learning Representations (ICLR), 2018	826	2018
Normalized Loss Functions for Deep Learning with Noisy Labels X Ma, H Huang, Y Wang, S Romano, S Erfani, J Bailey International Conference on Machine Learning (ICML), 2020	463	2020
Dimensionality-Driven Learning with Noisy Labels X Ma, Y Wang, ME Houle, S Zhou, SM Erfani, ST Xia, S Wijewickrema, ... The 36th International Conference on Machine Learning (ICML), 2018	452	2018
Alpha-IoU: A Family of Power Intersection over Union Losses for Bounding Box Regression J He, SM Erfani, X Ma, J Bailey, Y Chi, H Xian-Sheng Conference on Neural Information Processing Systems (NeurIPS), 2021	292	2021
Unlearnable Examples: Making Personal Data Unexploitable H Huang, X Ma, S Erfani, J Bailey, Y Wang International Conference on Learning Representations (ICLR), 2021	166	2021
Predictive Business Process Monitoring via Generative Adversarial Nets: The Case of Next Event Prediction F Taymouri, M La Rosa, S Erfani, ZD Bozorgi, I Verenich International Conference on Business Process Management (BPM), 2020	117	2020
Exploring Architectural Ingredients of Adversarially Robust Deep Neural Networks H Huang, Y Wang, SM Erfani, Q Gu, J Bailey, X Ma Conference on Neural Information Processing Systems (NeurIPS), 2021	108	2021
Improving Load Forecasting Based on Deep Learning and K-shape Clustering F Fahiman, SM Erfani, S Rajasegarar, M Palaniswami, C Leckie International Joint Conference on Neural Networks (IJCNN), 2017	100	2017
Reinforcement learning for autonomous defence in software-defined networking Y Han, BIP Rubinstein, T Abraham, T Alpcan, O De Vel, S Erfani, ... International Conference on Decision and Game Theory for Security (GameSec …, 2018	90	2018
Ensemble Fuzzy Clustering using Cumulative Aggregation on Random Projections P Rathore, JC Bezdek, SM Erfani, S Rajasegarar, M Palaniswami IEEE Transactions on Fuzzy Systems (TFS), 2017	75	2017
The Vulnerability of Learning to Adversarial Perturbation Increases with Intrinsic Dimensionality L Amsaleg, J Bailey, D Barbe, S Erfani, M Houle, V Nguyen, ... IEEE International Workshop on Information Forensics and Security (WIFS), 2017	75	2017
Efficient Unsupervised Parameter Estimation for One-Class Support Vector Machines Z Ghafoori, S Erfani, S Rajasegarar, J Bezdek, S Karunasekera, C Leckie IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018	74	2018
Detecting Relevant Feature Interactions for Recommender Systems via Graph Neural Networks Y Su, R Zhang, S Erfani, Z Xu Association for the Advancement of Artificial Intelligence (AAAI), 2020	67*	2020
GraphDialog: Integrating Graph Knowledge into End-to-End Task-Oriented Dialogue Systems S Yang, R Zhang, S Erfani Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020	62	2020
AdvFlow: Inconspicuous Black-box Adversarial Attacks using Normalizing Flows HM Dolatabadi, S Erfani, C Leckie Conference on Neural Information Processing Systems (NeurIPS), 2020	62*	2020
Robust Domain Generalisation by Enforcing Distribution Invariance SM Erfani, M Baktashmotlaghy, M Moshtaghi, V Nguyen, C Leckie, ... International Joint Conference on Artificial Intelligence (IJCAI), 2016	59	2016
Neural Graph Matching based Collaborative Filtering Y Su, R Zhang, S Erfani, J Gan ACM SIGIR Conference on Research and Development in Information Retrieval …, 2021	49	2021
Invertible Generative Modeling using Linear Rational Splines HM Dolatabadi, S Erfani, C Leckie International Conference on Artificial Intelligence and Statistics (AISTATS), 2020	46	2020
R1SVM: a randomised nonlinear approach to large-scale anomaly detection S Erfani, M Baktashmotlagh, S Rajasegarar, S Karunasekera, C Leckie Association for the Advancement of Artificial Intelligence (AAAI), 2015	46	2015

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