Elena Agliari

1. Replica symmetry breaking in neural networks: a few steps toward\n rigorous results
   2020/05/30 by Elena Agliari, Linda Albanese, Agliari, Elena +5 · 3 citations
   Computer Science · Physics and Astronomy · #FOS: Physical sciences #Mathematical Physics (math-ph) #Model Reduction and Neural Networks #Neural Networks and Applications #Quantum many-body systems
2. The emergence of a concept in shallow neural networks
   2021/09/01 by Elena Agliari, Agliari, Elena, Francesco Alemanno +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)
3. 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
4. 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
5. A walk in the statistical mechanical formulation of neural networks
   2014/07/20 by Elena Agliari, Agliari, Elena, Adriano Barra +7 · 2 citations
   Computer Science · Physics and Astronomy · #Neural Networks and Applications #Model Reduction and Neural Networks #Statistical Mechanics and Entropy
6. Regularization, early-stopping and dreaming: a Hopfield-like setup to address generalization and overfitting
   2023/08/01 by Elena Agliari, Francesco Alemanno, Agliari, Elena +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
7. Generalized hetero-associative neural networks
   2024/09/12 by Elena Agliari, Agliari, Elena, Andrea Alessandrelli +7 · 2 citations
   Computer Science · #Neural Networks and Applications
8. Dreaming neural networks: Forgetting spurious memories and reinforcing pure ones
   2018/10/29 by Alberto Fachechi, Fachechi, Alberto, Elena Agliari +3 · 1 citation
   Computer Science · Engineering · Neuroscience · #Advanced Memory and Neural Computing #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Computer and information sciences #FOS: Physical sciences #Mathematical Physics (math-ph) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE) #Neural dynamics and brain function
9. The thermodynamic limit in mean field neural networks
   2024/09/16 by Elena Agliari, Adriano Barra, Agliari, Elena +7 · 1 citation
   Computer Science · #Neural Networks and Applications
10. 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
11. Exponential Capacity in Multilayer Hetero-Associative Neural Networks
    2026/07/31 by Elena Agliari, Adriano Barra, Andrea Ladiana +1
    Mathematics · Physics and Astronomy · #cond-mat.dis-nn #stat.ML