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#scientific-discovery

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01 ·Paper Deep-Dives·★ MEMBER·PAPER·13 min read Paper Deep Dive — Large Discovery Models: giving an LLM a value signal for what to try next An LLM can propose candidates but cannot reliably grade its own proposals. Large Discovery Models tilts the LLM's proposal distribution by an acquisition value drawn from a Gaussian process surrogate, so search keeps working when every evaluation is expensive. From the equations to the reported numbers.