Some of the challenges in implementing particle filters include particle degeneracy, computational efficiency, and adaptability to complex high-dimensional tasks. Particle degeneracy occurs when only a few particles have significant weights, leading to poor state estimation. Computational efficiency can be a concern, especially in high-dimensional problems, as the number of particles required for accurate estimation increases. Adapting particle filters to complex tasks may require the development of novel approaches, such as differentiable particle filters.