Daniela Rus

Nonlinear recurrent dynamics no longer require slow, iterative linearizations to parallelize: input-conditioned Riccati flows compose exactly via $2 \times 2$ Möbius matrix multiplication in a single associative scan.

Small proxy models can reveal near-optimal SFT-RL budget allocations for large LLMs, streamlining the post-training process significantly.