Rossolini, Giulio

1. Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost
   2024/07/29 by Sania Nayab, Giulio Rossolini, Nayab, Sania +11 · 32 citations
   #cs.CL #cs.AI
2. Evaluating the Robustness of Semantic Segmentation for Autonomous Driving against Real-World Adversarial Patch Attacks
   2021/08/13 by Nesti, Federico, Rossolini, Giulio, Nair, Saasha +2 · 7 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
3. Defending From Physically-Realizable Adversarial Attacks Through Internal Over-Activation Analysis
   2022/03/14 by Rossolini, Giulio, Nesti, Federico, Brau, Fabio +2 · 4 citations
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
4. CARLA-GeAR: a Dataset Generator for a Systematic Evaluation of Adversarial Robustness of Vision Models
   2022/06/09 by Federico Nesti, Nesti, Federico, Giulio Rossolini +7 · 3 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
5. On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving
   2022/01/05 by Rossolini, Giulio, Nesti, Federico, D'Amico, Gianluca +3 · 2 citations
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
6. Increasing the Confidence of Deep Neural Networks by Coverage Analysis
   2021/01/28 by Giulio Rossolini, Alessandro Biondi, Rossolini, Giulio +3 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. GTPO: Stabilizing Group Relative Policy Optimization via Gradient and Entropy Control
   2025/08/05 by Marco Simoni, Simoni, Marco, Aleksandar Fontana +7 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Topic Modeling
8. Improving LLM Reasoning for Vulnerability Detection via Group Relative Policy Optimization
   2025/07/03 by Simoni, Marco, Fontana, Aleksandar, Rossolini, Giulio +1 · 4 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
9. Edge-Only Universal Adversarial Attacks in Distributed Learning
   2024/11/15 by Giulio Rossolini, Tommaso Lisini Baldi, Rossolini, Giulio +5 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning
10. TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation
    2023/02/28 by D'Amico, Gianluca, Marinoni, Mauro, Nesti, Federico +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering