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Leonardo Ferreira Guilhoto

2 accepted papers

2026

Active Learning Design: Modeling Force Output for Axisymmetric Soft Pneumatic Actuators

ICRA 2026poster

Soft pneumatic actuators (SPA) made from elastomeric materials can provide large strain and large force. The behavior of locally strain-restricted hyperelastic materials under inflation has been investigated thoroughly for shape reconfiguration, but requires further investigation for trajectories in…

2025

Deep Learning Alternatives Of The Kolmogorov Superposition Theorem

ICLR 2025spotlight

This paper explores alternative formulations of the Kolmogorov Superposition Theorem (KST) as a foundation for neural network design. The original KST formulation, while mathematically elegant, presents practical challenges due to its limited insight into the structure of inner and outer functions a…

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