Luca Saglietti

Unreasonable effectiveness of learning neural networks: From accessible states and robust ensembles to basic algorithmic schemes

Carlo Baldassi, Christian Borgs, Jennifer Chayes et al. · Proceedings of the National Academy of Sciences · 2016 · 143 citations · Full text

Computing, Computer Science, Data Science +14

Subdominant Dense Clusters Allow for Simple Learning and High Computational Performance in Neural Networks with Discrete Synapses

Carlo Baldassi, Alessandro Ingrosso, Carlo Lucibello et al. · Physical Review Letters · 2015 · 128 citations · Full text

Computing, Computer Science, Computational Neuroscience +7

Local entropy as a measure for sampling solutions in constraint satisfaction problems

Carlo Baldassi, Alessandro Ingrosso, Carlo Lucibello et al. · Journal of Statistical Mechanics Theory and Experiment · 2016 · 57 citations · Full text

Computing, Computer Science, Algorithms +14

Learning may need only a few bits of synaptic precision

Carlo Baldassi, Federica Gerace, Carlo Lucibello et al. · Physical review. E · 2016 · 25 citations · Full text

Computing, Computer Science, Computational Biology +9

Role of Synaptic Stochasticity in Training Low-Precision Neural Networks

Carlo Baldassi, Federica Gerace, Hilbert J. Kappen et al. · Physical Review Letters · 2018 · 24 citations · Full text

Computing, Computer Science, Machine Learning +14