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math.OC2025
Incremental Policy Iteration for Unknown Nonlinear Systems with Stability and Performance Guarantees
Qingkai Meng, Fenglan Wang, Lin Zhao
This paper proposes a general incremental policy iteration adaptive dynamic programming (ADP) algorithm for model-free robust optimal control of unknown nonlinear systems. The appr…
cs.RO2025
DiffPF: Differentiable Particle Filtering with Generative Sampling via Conditional Diffusion Models
Ziyu Wan, Lin Zhao
This paper proposes DiffPF, a differentiable particle filter that leverages diffusion models for state estimation in dynamic systems. Unlike conventional differentiable particle fi…
cs.RO2025★ 1 cited
DnD Filter: Differentiable State Estimation for Dynamic Systems using Diffusion Models
Ziyu Wan, Lin Zhao
This paper proposes the DnD Filter, a differentiable filter that utilizes diffusion models for state estimation of dynamic systems. Unlike conventional differentiable filters, whic…