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20122024
most citedOutput Range Analysis for Deep Neural Networks

75 citations · 261 across the 31 of their papers we have counts for

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5 papers · 1 filter

cs.RO2024

Optimal Planning for Timed Partial Order Specifications

Kandai Watanabe, Georgios Fainekos, Bardh Hoxha +3

This paper addresses the challenge of planning a sequence of tasks to be performed by multiple robots while minimizing the overall completion time subject to timing and precedence…

cs.RO2023

Certifiably-correct Control Policies for Safe Learning and Adaptation in Assistive Robotics

Keyvan Majd, Geoffrey Clark, Tanmay Khandait +4

Guaranteeing safety in human-centric applications is critical in robot learning as the learned policies may demonstrate unsafe behaviors in formerly unseen scenarios. We present a…

cs.RO2023

Safe Robot Learning in Assistive Devices through Neural Network Repair

Keyvan Majd, Geoffrey Clark, Tanmay Khandait +4

Assistive robotic devices are a particularly promising field of application for neural networks (NN) due to the need for personalization and hard-to-model human-machine interaction…

cs.RO2021

Predictive Runtime Monitoring for Mobile Robots using Logic-Based Bayesian Intent Inference

Hansol Yoon, Sriram Sankaranarayanan

We propose a predictive runtime monitoring framework that forecasts the distribution of future positions of mobile robots in order to detect and avoid impending property violations…

cs.RO2018

Path-Following through Control Funnel Functions

Hadi Ravanbakhsh, Sina Aghli, Christoffer Heckman +1

We present an approach to path following using so-called control funnel functions. Synthesizing controllers to "robustly" follow a reference trajectory is a fundamental problem for…