Montasser, Omar

1. VC Classes are Adversarially Robustly Learnable, but Only Improperly
   2019/02/12 by Montasser, Omar, Hanneke, Steve, Srebro, Nathan · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Approximate is Good Enough: Probabilistic Variants of Dimensional and Margin Complexity
   2020/03/09 by Kamath, Pritish, Montasser, Omar, Srebro, Nathan · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Beyond Perturbations: Learning Guarantees with Arbitrary Adversarial Test Examples
   2020/07/10 by Shafi Goldwasser, Goldwasser, Shafi, Adam Tauman Kalai +5 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
4. A Theory of PAC Learnability under Transformation Invariances
   2022/02/15 by Omar Montasser, Shao, Han, Avrim Blum +2 · 2 citations
   Computer Science · #Algorithms and Data Compression #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
5. (Im)possibility of Automated Hallucination Detection in Large Language Models
   2025/04/23 by Amin Karbasi, Omar Montasser, Karbasi, Amin +5 · 4 citations
   Computer Science · #Machine Learning in Healthcare
6. Transformation-Invariant Learning and Theoretical Guarantees for OOD Generalization
   2024/10/30 by Omar Montasser, Montasser, Omar, Emmanuel Abbé +2 · 2 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
7. Strategic Classification under Unknown Personalized Manipulation
   2023/05/25 by Avrim Blum, Shao, Han, Blum, Avrim +2 · 1 citation
   Decision Sciences · #Auction Theory and Applications
8. Agnostic Multi-Robust Learning Using ERM
   2023/03/15 by Ahmadi, Saba, Blum, Avrim, Montasser, Omar +1 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Derandomizing Multi-Distribution Learning
   2024/09/26 by Larsen, Kasper Green, Montasser, Omar, Zhivotovskiy, Nikita · 1 citation
   #Computational Complexity (cs.CC) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Statistics Theory (math.ST)