Researchers break down RFD4-Proteina's CFM trick: recurrent hidden-state refinement, fewer ODE steps

AllThingsApx · x · 2026-10-22

Anirban Ray highlights the interesting CFM idea behind RFD4-Proteina (Baker Lab × NVIDIA GenAIR): keep xt fixed and recurrently refine hidden states, with ODE sampling particularly well suited. Compared to SDE sampling, ODE needs fewer steps, leaving more compute for reasoning within each step — more reasoning per step, fewer steps overall.

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