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Geir Dullerud

4 accepted papers

2025

Toward Engineering AGI: Benchmarking the Engineering Design Capabilities of LLMs

NeurIPS 2025poster

Modern engineering, spanning electrical, mechanical, aerospace, civil, and computer disciplines, stands as a cornerstone of human civilization and the foundation of our society. However, engineering design poses a fundamentally different challenge for large language models (LLMs) compared with tradi…

Cited by 0SourceScholar
2024

Identification of Analytic Nonlinear Dynamical Systems with Non-asymptotic Guarantees

NeurIPS 2024poster

This paper focuses on the system identification of an important class of nonlinear systems: nonlinear systems that are linearly parameterized, which enjoy wide applications in robotics and other mechanical systems. We consider two system identification methods: least-squares estimation (LSE), which…

2023

Complexity of Derivative-Free Policy Optimization for Structured $\mathcal{H}_\infty$ Control

NeurIPS 2023poster

The applications of direct policy search in reinforcement learning and continuous control have received increasing attention. In this work, we present novel theoretical results on the complexity of derivative-free policy optimization on an important class of robust control tasks, namely the structur…

Cited by 0SourcePDFScholar
2020

CyPhyHouse: A programming, simulation, and deployment toolchain for heterogeneous distributed coordination

ICRA 2020poster

Programming languages, libraries, and development tools have transformed the application development processes for mobile computing and machine learning. This paper introduces CyPhyHouse—a toolchain that aims to provide similar programming, debugging, and deployment benefits for distributed mobile r…

Cited by 15SourceScholar