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20172025
most citedGeneralization Bounds for Convolutional Neural Networks

14 citations · 17 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LO2025

An STREL-based Formulation of Spatial Resilience in Cyber-Physical Systems

Zeyu Zhang, Hongkai Chen, Nicola Paoletti +2

Resiliency is the ability of a system to quickly recover from a violation (recoverability) and avoid future violations for as long as possible (durability). In the spatial setting,…

cs.LG2020

MPC-guided Imitation Learning of Neural Network Policies for the Artificial Pancreas

Hongkai Chen, Nicola Paoletti, Scott A. Smolka +1

Even though model predictive control (MPC) is currently the main algorithm for insulin control in the artificial pancreas (AP), it usually requires complex online optimizations, wh…

stat.ML2019★ 14 cited

Generalization Bounds for Convolutional Neural Networks

Shan Lin, Jingwei Zhang

Convolutional neural networks (CNNs) have achieved breakthrough performances in a wide range of applications including image classification, semantic segmentation, and object detec…

eess.SY2018★ 1 cited

Synthesizing Stealthy Reprogramming Attacks on Cardiac Devices

Nicola Paoletti, Zhihao Jiang, Md Ariful Islam +5

An Implantable Cardioverter Defibrillator (ICD) is a medical device used for the detection of potentially fatal cardiac arrhythmia and their treatment through the delivery of elect…

eess.SY2017★ 2 cited

Automated Synthesis of Safe and Robust PID Controllers for Stochastic Hybrid Systems

Fedor Shmarov, Nicola Paoletti, Ezio Bartocci +3

We present a new method for the automated synthesis of safe and robust Proportional-Integral-Derivative (PID) controllers for stochastic hybrid systems. Despite their widespread us…