Joint Semi-supervised Similarity Learning for Linear Classification. - Maria-Irina Nicolae; Éric Gaussier; Amaury Habrard; Marc Sebban (ECML/PKDD (1), 2015)

Algorithmic Robustness for Semi-Supervised (ε, γ, τ)-Good Metric Learning. - Maria-Irina Nicolae; Marc Sebban; Amaury Habrard; Éric Gaussier; Massih-Reza Amini (ICLR (Workshop), 2015)

Similarity Learning for Time Series Classification. - Maria-Irina Nicolae; Éric Gaussier; Amaury Habrard; Marc Sebban (CoRR, 2016)

Learning similarities for linear classification: theoretical foundations and algorithms. (Apprentissage de similarités pour la classification linéaire: fondements théoriques et algorithmes). - Maria-Irina Nicolae (2016)

Extending Knowledge Bases Using Images. - Vincent P. A. Lonij; Ambrish Rawat; Maria-Irina Nicolae (AKBC@NIPS, 2017)

Efficient Defenses Against Adversarial Attacks. - Valentina Zantedeschi; Maria-Irina Nicolae; Ambrish Rawat (AISec@CCS, 2017)

Open-World Visual Recognition Using Knowledge Graphs. - Vincent P. A. Lonij; Ambrish Rawat; Maria-Irina Nicolae (CoRR, 2017)

Adversarial Phenomenon in the Eyes of Bayesian Deep Learning. - Ambrish Rawat; Martin Wistuba; Maria-Irina Nicolae (CoRR, 2017)

Adversarial Robustness Toolbox v0.2.2. - Maria-Irina Nicolae; Mathieu Sinn; Tran Ngoc Minh; Ambrish Rawat; Martin Wistuba; Valentina Zantedeschi; Ian M. Molloy; Benjamin Edwards (CoRR, 2018)

Revisiting Neural Program Smoothing for Fuzzing. - Maria-Irina Nicolae; Max Eisele; Andreas Zeller (ESEC/SIGSOFT FSE, 2023)

Stealthy Imitation: Reward-guided Environment-free Policy Stealing. - Zhixiong Zhuang; Maria-Irina Nicolae; Mario Fritz (ICML, 2024)

Medical Multimodal Model Stealing Attacks via Adversarial Domain Alignment. - Yaling Shen; Zhixiong Zhuang; Kun Yuan 004; Maria-Irina Nicolae; Nassir Navab; Nicolas Padoy; Mario Fritz (AAAI, 2025)

ProxyPrompt: Securing System Prompts against Prompt Extraction Attacks. - Zhixiong Zhuang; Maria-Irina Nicolae; Hui-Po Wang; Mario Fritz (CoRR, 2025)

Stealix: Model Stealing via Prompt Evolution. - Zhixiong Zhuang; Hui-Po Wang; Maria-Irina Nicolae; Mario Fritz (CoRR, 2025)