Erfani, Sarah Monazam

14 publications

TMLR 2026 Semantic-Aware Adversarial Fine-Tuning for CLIP Jiacheng Zhang, Jinhao Li, Hanxun Huang, Sarah Monazam Erfani, Benjamin I. P. Rubinstein, Feng Liu

NeurIPS 2025 Cognitive Mirrors: Exploring the Diverse Functional Roles of Attention Heads in LLM Reasoning Xueqi Ma, Jun Wang, Yanbei Jiang, Sarah Monazam Erfani, Tongliang Liu, James Bailey

ICLR 2025 Detecting Backdoor Samples in Contrastive Language Image Pretraining Hanxun Huang, Sarah Monazam Erfani, Yige Li, Xingjun Ma, James Bailey

TMLR 2025 Exploring Weak-to-Strong Generalization for CLIP-Based Classification Jinhao Li, Sarah Monazam Erfani, Lei Feng, James Bailey, Feng Liu

NeurIPS 2025 Fortifying Time Series: DTW-Certified Robust Anomaly Detection Shijie Liu, Tansu Alpcan, Christopher Leckie, Sarah Monazam Erfani

ICLR 2025 Multi-Level Certified Defense Against Poisoning Attacks in Offline Reinforcement Learning Shijie Liu, Andrew Craig Cullen, Paul Montague, Sarah Monazam Erfani, Benjamin I. P. Rubinstein

ICML 2025 Position: Certified Robustness Does Not (Yet) Imply Model Security Andrew Craig Cullen, Paul Montague, Sarah Monazam Erfani, Benjamin I. P. Rubinstein

ICML 2025 X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP Hanxun Huang, Sarah Monazam Erfani, Yige Li, Xingjun Ma, James Bailey

ICML 2024 Et Tu Certifications: Robustness Certificates Yield Better Adversarial Examples Andrew Craig Cullen, Shijie Liu, Paul Montague, Sarah Monazam Erfani, Benjamin I. P. Rubinstein

ICLR 2024 LDReg: Local Dimensionality Regularized Self-Supervised Learning Hanxun Huang, Ricardo J. G. B. Campello, Sarah Monazam Erfani, Xingjun Ma, Michael E. Houle, James Bailey

ICML 2024 Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models Jinhao Li, Haopeng Li, Sarah Monazam Erfani, Lei Feng, James Bailey, Feng Liu

ICLR 2023 Distilling Cognitive Backdoor Patterns Within an Image Hanxun Huang, Xingjun Ma, Sarah Monazam Erfani, James Bailey

ICLR 2021 Unlearnable Examples: Making Personal Data Unexploitable Hanxun Huang, Xingjun Ma, Sarah Monazam Erfani, James Bailey, Yisen Wang

UAI 2018 Learning Deep Hidden Nonlinear Dynamics from Aggregate Data Yisen Wang, Bo Dai, Lingkai Kong, Sarah Monazam Erfani, James Bailey, Hongyuan Zha