The 2nd ed. of "Bayesian Filtering and Smoothing" is hot off the press – or the physical copies are still on the way, but you can start reading the *free online copy*: http://users.aalto.fi/~ssarkka/pub/bfs_book_2023_online.pdf also linked on my web page: https://users.aalto.fi/~ssarkka/