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C. Belta

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Preprint Oct 2026

Belief-Informed Hybrid Control with Almost-Sure Target-Set Convergence

Controlling a hybrid system to a target set under parameter uncertainty can require informative actions that temporarily drive the system state away from the specified set. We propose a belief-informed dual-control algorithm that combines belief-space receding-horizon selection with an expected-decrease constraint on a...

Clinton Enwerem, S. Kemal, John S. Baras et al. · 0 citations
Preprint Oct 2026

Model Predictive Control for Safety-Critical Systems Using Taylor's Theorem with Lagrange Remainder

Safety-critical Model Predictive Control (MPC) formulations based on Control Barrier Functions (CBFs) often require multiple tuning parameters and may become conservative or difficult to keep feasible, particularly for high-relative-degree constraints. To address these limitations, in this paper we draw inspiration fro...

Shuo Liu, Liang Wu, Wei Xiao et al. · 0 citations
Open access Sep 2026

Generative Neuromorphic Programming of Mammalian Cells

Cells make decisions through densely interconnected regulatory networks that compute graded, analog responses[1, 2]. Synthetic biology has made cells programmable, but the field’s dominant abstractions poorly match the analog nature of cells. Designing analog circuits that work in cells is challenging: predicting how c...

Jean Disset, Charles Van De Mark, Georg K. A. Wachter et al. · 0 citations
#machine learning Preprint Sep 2026

Does Imitation Learning Preserve Temporal Robustness in Dexterous Manipulation? An Expert-Learner Comparison Across Task Execution Speeds

Equal nominal task success does not imply preservation of expert performance across execution speeds, and an expert and learner under the same task conditions, initial-condition draws, and speedup factors is compared.

Clinton Enwerem, John S. Baras, C. Belta · 0 citations
Preprint Aug 2026

Grasp Execution Without a Planner: Configuration-Space Grasp Distance Fields with Certified Safety&Guaranteed Quality

GDFs, smooth softmin distances to finite sets of arm-hand grasp configurations to handle changes in contact topology are presented, and a hysteretic contact-mode transition with a wrench-quality CBF that limits degradation of the realized force-closure margin relative to hold onset is combined.

Clinton Enwerem, John S. Baras, C. Belta · 0 citations

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