Francesco Alemanno
- The emergence of a concept in shallow neural networks
2021/09/01 by Elena Agliari, Francesco Alemanno, Agliari, Elena +5 · 3 citations
#Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Statistical Mechanics (cond-mat.stat-mech)
- Generalized Guerra's interpolation schemes for dense associative neural\n networks
2019/11/28 by Elena Agliari, Francesco Alemanno, Agliari, Elena +5 · 3 citations
Computer Science · Physics and Astronomy · #Neural Networks and Applications #Statistical Mechanics and Entropy #Theoretical and Computational Physics
- Dense Hebbian neural networks: a replica symmetric picture of unsupervised learning
2022/11/25 by Elena Agliari, Linda Albanese, Agliari, Elena +13 · 3 citations
Computer Science · Physics and Astronomy · #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
- Regularization, early-stopping and dreaming: a Hopfield-like setup to address generalization and overfitting
2023/08/01 by Elena Agliari, Agliari, Elena, Francesco Alemanno +5 · 2 citations
Decision Sciences · Mathematics · #Advanced Optimization Algorithms Research #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Probabilistic and Robust Engineering Design
- Hebbian dreaming for small datasets
2024/02/12 by Elena Agliari, Francesco Alemanno, Miriam Aquaro +3 · 2 citations
Computer Science · Neuroscience · #Neural Networks and Applications #Neural dynamics and brain function #Bayesian Modeling and Causal Inference