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Attention is all you need.Advances in Neural Information Processing Systems

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cs.RO 1

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2026 1

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Adaptive Learned State Estimation based on KalmanNet

cs.RO · 2026-04-02 · unverdicted · novelty 5.0

AM-KNet adds sensor-specific modules, hypernetwork conditioning on target type and pose, and Joseph-form covariance estimation to KalmanNet, yielding better accuracy and stability than base KalmanNet on nuScenes and View-of-Delft data.

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  • Adaptive Learned State Estimation based on KalmanNet cs.RO · 2026-04-02 · unverdicted · none · ref 2

    AM-KNet adds sensor-specific modules, hypernetwork conditioning on target type and pose, and Joseph-form covariance estimation to KalmanNet, yielding better accuracy and stability than base KalmanNet on nuScenes and View-of-Delft data.