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Ali Mesbah

Towards Scalable Bayesian Optimization via Gradient-Informed Bayesian Neural Networks

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Apr 14, 2025
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MPCritic: A plug-and-play MPC architecture for reinforcement learning

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Apr 01, 2025
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LLM Test Generation via Iterative Hybrid Program Analysis

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Mar 17, 2025
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User-Preference Meets Pareto-Optimality: Multi-Objective Bayesian Optimization with Local Gradient Search

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Feb 10, 2025
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Imitation Learning of MPC with Neural Networks: Error Guarantees and Sparsification

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Jan 07, 2025
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NaviQAte: Functionality-Guided Web Application Navigation

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Sep 16, 2024
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Lyapunov Neural ODE Feedback Control Policies

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Aug 31, 2024
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Stability-informed Bayesian Optimization for MPC Cost Function Learning

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Apr 18, 2024
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Neural Schrödinger Bridge with Sinkhorn Losses: Application to Data-driven Minimum Effort Control of Colloidal Self-assembly

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Jul 26, 2023
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A Physics-informed Deep Learning Approach for Minimum Effort Stochastic Control of Colloidal Self-Assembly

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Aug 19, 2022
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