Luca Biggio
- Neural Symbolic Regression that Scales
2021/06/11 by Luca Biggio, Tommaso Bendinelli, Biggio, Luca +7 · 25 citations
Computer Science · Physics and Astronomy · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications
- Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse
2022/06/07 by Lorenzo Noci, Sotiris Anagnostidis, Noci, Lorenzo +9 · 19 citations
Computer Science · #Neural Networks and Applications #Domain Adaptation and Few-Shot Learning #Neural Networks and Reservoir Computing
- Dynamic Context Pruning for Efficient and Interpretable Autoregressive Transformers
2023/05/25 by Sotiris Anagnostidis, Dario Pavllo, Anagnostidis, Sotiris +8 · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
- An SDE for Modeling SAM: Theory and Insights
2023/01/19 by Enea Monzio Compagnoni, Luca Biggio, Compagnoni, Enea Monzio +9 · 3 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
- Controllable Neural Symbolic Regression
2023/04/20 by Tommaso Bendinelli, Luca Biggio, Bendinelli, Tommaso +3 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural Networks and Applications
- Uncertainty-aware Remaining Useful Life predictor
2021/04/08 by Luca Biggio, Alexander Wieland, Biggio, Luca +7 · 1 citation
Computer Science · Engineering · #Gaussian Processes and Bayesian Inference #Fault Detection and Control Systems #Control Systems and Identification