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Suyi Gao

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#machine learning Preprint Jul 2026

Neural Operator Learning for Collision-Aware Trajectory Planning of Spacecraft Swarms

This work introduces a permutation-equivariant neural operator for trajectory planning of spacecraft swarms, and maps distributions of spacecraft initial states, target states, and obstacle initial states to trajectories which avoid collision and conserve fuel.

Sidhdharth D. Sikka, Suyi Gao, Ze-Hui Lu et al. · 0 citations
Preprint Aug 2026

Self-supervised In-context Operator Learning for Stochastic Mean-Field Control

Stochastic mean-field control (MFC) provides a fundamental framework for coordinating large populations of interacting agents under uncertainty, with a wide range of applications. Existing numerical and deep-learning methods solve one MFC problem instance at a time and must be re-optimized whenever the task changes. In...

Suyi Gao, Mo Zhou, Rong-Jie Lai · 0 citations

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