activity
20212024
most citedLearning Deep SDF Maps Online for Robot Navigation and Exploration

4 citations · 6 across the 4 of their papers we have counts for

collaborators

5 papers

math.OC2024

Realistic Extreme Behavior Generation for Improved AV Testing

Robert Dyro, Matthew Foutter, Ruolin Li +4

This work introduces a framework to diagnose the strengths and shortcomings of Autonomous Vehicle (AV) collision avoidance technology with synthetic yet realistic potential collisi…

cs.RO2024★ 2 cited

Performance assessment of ADAS in a representative subset of critical traffic situations

Luigi Di Lillo, Andrea Triscari, Xilin Zhou +3

As a variety of automated collision prevention systems gain presence within personal vehicles, rating and differentiating the automated safety performance of car models has become…

cs.RO2022★ 4 cited

Learning Deep SDF Maps Online for Robot Navigation and Exploration

Gadiel Sznaier Camps, Robert Dyro, Marco Pavone +1

We propose an algorithm to (i) learn online a deep signed distance function (SDF) with a LiDAR-equipped robot to represent the 3D environment geometry, and (ii) plan collision-free…

math.OC2022

Second-Order Sensitivity Analysis for Bilevel Optimization

Robert Dyro, Edward Schmerling, Nikos Arechiga +1

In this work we derive a second-order approach to bilevel optimization, a type of mathematical programming in which the solution to a parameterized optimization problem (the "lower…

eess.SY2021

Particle MPC for Uncertain and Learning-Based Control

Robert Dyro, James Harrison, Apoorva Sharma +1

As robotic systems move from highly structured environments to open worlds, incorporating uncertainty from dynamics learning or state estimation into the control pipeline is essent…