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Design Proteins with RFD4-Proteina Using Reward-Guided Inference-Time Search

NVIDIA Developer Blog · Oct 21, 2026 · Research Findings

NVIDIA's RFD4-Proteina uses reward-guided inference-time search to navigate protein design's combinatorial explosion

NVIDIA introduces RFD4-Proteina, applying reward-guided inference-time search to protein design — a space with more combinations than atoms in the observable universe. The approach is notable as a concrete application of inference-time scaling techniques to scientific discovery. While significant for computational biology, its direct relevance to AI conference intelligence is limited.

protein-design inference-time-compute NVIDIA biology search

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