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This talk will survey some recent theoretical results involving accurate signal tracking with noise-free(degenerate)dynamics in high-dimensions(infinite,in principle,but say d between 103 and 108,depending on the size of your application and your computer),and high-fidelity approximations of the filtering distribution in low dimensions(say d between 1 and several 10s).