Paolini, Giovanni

1. Where is the Information in a Deep Neural Network?
   2019/05/29 by Alessandro Achille, Achille, Alessandro, Paolini, Giovanni +1 · 14 citations
   Computer Science · #Stochastic Gradient Optimization Techniques #Adversarial Robustness in Machine Learning #Generative Adversarial Networks and Image Synthesis
2. The Information Complexity of Learning Tasks, their Structure and their\n Distance
   2019/04/05 by Alessandro Achille, Achille, Alessandro, Giovanni Paolini +5 · 5 citations
   Computer Science · #Computability, Logic, AI Algorithms #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Neural Networks and Applications
3. Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models
   2024/12/04 by Alex Havrilla, Andrew M. Dai, Havrilla, Alex +36 · 13 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
4. General Purpose Verification for Chain of Thought Prompting
   2024/04/30 by Robert Vacareanu, Anurag Pratik, Vacareanu, Robert +15 · 6 citations
   Computer Science · Psychology · #Artificial Intelligence (cs.AI) #Cognitive Computing and Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mental Health Research Topics
5. Fewer Truncations Improve Language Modeling
   2024/04/16 by Hantian Ding, Zijian Wang, Ding, Hantian +11 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
6. Shellability of posets of labeled partitions and arrangements defined by root systems
   2017/06/20 by Delucchi, Emanuele, Girard, Noriane, Paolini, Giovanni · 1 citation
   #Combinatorics (math.CO) #FOS: Mathematics
7. Factoring isometries of quadratic spaces into reflections
   2021/03/03 by McCammond, Jon, Paolini, Giovanni · 1 citation
   #FOS: Mathematics #Group Theory (math.GR)
8. Estimating informativeness of samples with Smooth Unique Information
   2021/01/17 by Hrayr Harutyunyan, Alessandro Achille, Harutyunyan, Hrayr +11 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
9. DIVA: Dataset Derivative of a Learning Task
   2021/11/18 by Yonatan Dukler, Alessandro Achille, Dukler, Yonatan +9 · 1 citation
   Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification
10. The dual approach to the K(π, 1) conjecture
    2021/12/10 by Paolini, Giovanni · 2 citations
    #Algebraic Topology (math.AT) #Combinatorics (math.CO) #FOS: Mathematics #Group Theory (math.GR)