Lorenzo Giambagli - Publications, H-index & Citations

Lorenzo Giambagli

University of Florence

7H指数

42论文数

221被引数

收录论文 8

发表时间

Estimating global input relevance and enforcing sparse representations with a scalable spectral neural network approach 估计全局输入相关性并使用可扩展的谱神经网络方法强制稀疏表示

Communications Physics

IF5.8

2026-04-09

OAAI

Lorenzo Chicchi; Lorenzo Buffoni; Diego Febbe; Lorenzo Giambagli; Raffaele Marino; Duccio Fanelli

Extending the range of graph neural networks with global encodings 通过全局编码扩展图神经网络的范围

Nature Communications

IF15.7

2026-02-18

OAAI

Alessandro Caruso; Jacopo Venturin; Lorenzo Giambagli; Edoardo Rolando; Zakariya El-Machachi; Frank Noé; Cecilia Clementi

Breaking the Barriers of Molecular Dynamics With Deep-Learning: Opportunities, Pitfalls, and How to Navigate Them 用深度学习打破分子动力学的障碍: 机会、陷阱以及如何驾驭它们

WIREs Computational Molecular Science

IF0

2026-01-23

OAAI

Klara Bonneau; Aldo S. Pasos-Trejo; Michael Plainer; Luca Sagresti; Jacopo Venturin; Iryna Zaporozhets; Alessandro Caruso; Edoardo Rolando; Andrea Guljas; Leon Klein; Maximilian Schebek; Filippo Albani; Raquel López-Ríos de Castro; Zakariya El Machachi; Lorenzo Giambagli; Cecilia Clementi

Peering inside the black box by learning the relevance of many-body functions in neural network potentials 通过学习多体函数的相关性来窥视神经网络势函数的“黑箱”

Nature Communications

IF15.7

2025-11-10

OAAI

Klara Bonneau; Jonas Lederer; Clark Templeton; David Rosenberger; Lorenzo Giambagli; Klaus-Robert Müller; Cecilia Clementi

Deterministic versus stochastic dynamical classifiers: opposing random adversarial attacks with noise 确定性动态分类器与随机动态分类器：使用噪声对抗随机对抗攻击

MACHINE LEARNING-SCIENCE AND TECHNOLOGY

IF4.6

2025-09-30

PREAI

Chicchi, Lorenzo; Fanelli, Duccio; Febbe, Diego; Buffoni, Lorenzo; Di Patti, Francesca; Giambagli, Lorenzo; Marino, Raffaele

Stable attractors for neural networks classification via ordinary differential equations (SA-nODE)通过常微分方程 (SA节点) 进行神经网络分类的稳定吸引子

MACHINE LEARNING-SCIENCE AND TECHNOLOGY

IF4.6

2024-10-01

OAAI

Marino, Raffaele; Buffoni, Lorenzo; Chicchi, Lorenzo; Giambagli, Lorenzo; Fanelli, Duccio

Spectral pruning of fully connected layers

SCIENTIFIC REPORTS

IF3.9

2022-07-01

OAAI

Buffoni, Lorenzo; Civitelli, Enrico; Giambagli, Lorenzo; Chicchi, Lorenzo; Fanelli, Duccio

Machine learning in spectral domain

NATURE COMMUNICATIONS

IF15.7

2021-02-26

OAAI

Giambagli, Lorenzo; Buffoni, Lorenzo; Carletti, Timoteo; Nocentini, Walter; Fanelli, Duccio

研究方向