Verifiable Boosted Tree Ensembles
Authors: Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese, Giulio Ermanno Pibiri | Published: 2024-02-22
ロバスト性評価
An Adversarial Approach to Evaluating the Robustness of Event Identification Models
Authors: Obai Bahwal, Oliver Kosut, Lalitha Sankar | Published: 2024-02-19 | Updated: 2024-04-22
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models
Authors: Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein | Published: 2024-02-19 | Updated: 2024-06-05
The Surprising Harmfulness of Benign Overfitting for Adversarial Robustness
Authors: Yifan Hao, Tong Zhang | Published: 2024-01-19 | Updated: 2024-01-25
A provable initialization and robust clustering method for general mixture models
Authors: Soham Jana, Jianqing Fan, Sanjeev Kulkarni | Published: 2024-01-10 | Updated: 2024-10-23
Robustness, Efficiency, or Privacy: Pick Two in Machine Learning
Authors: Youssef Allouah, Rachid Guerraoui, John Stephan | Published: 2023-12-22 | Updated: 2024-03-11
Rethinking Randomized Smoothing from the Perspective of Scalability
Authors: Anupriya Kumari, Devansh Bhardwaj, Sukrit Jindal | Published: 2023-12-19 | Updated: 2024-10-24
Rethinking Robustness of Model Attributions
Authors: Sandesh Kamath, Sankalp Mittal, Amit Deshpande, Vineeth N Balasubramanian | Published: 2023-12-16
Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification
Authors: Bang Wu, Xingliang Yuan, Shuo Wang, Qi Li, Minhui Xue, Shirui Pan | Published: 2023-12-13
MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks
Authors: Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu | Published: 2023-12-11