Unverified50% confidenceFactExact time
The expectation of the Wasserstein coordinate norm of the effective Gaussian limit equals the local asymptotic minimax risk.
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10/22/2026
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UnverifiedThe paper characterizes the exact local asymptotic minimax risk at each fixed resolution and proves that the proposed estimator attains that risk.66% similarUnverifiedThe Wasserstein distance is sensitive to the geometric positions of the supports of distributions, making it especially natural when comparing distributions over a continuous answer space.66% similarUnverifiedGradient estimation is valid only when the intervention magnitude is sufficiently small and the model is locally approximately linear; for large-scale steering or highly nonlinear response functions, the first-order approximation may be distorted.66% similarUnverifiedFrontier large models perform poorly at directly predicting alignment risks on ALIGNMENTFORECASTBENCH.65% similarUnverifiedUnder the condition that the density has an upper bound and is bounded away from zero, the gap between the risk upper and lower bounds derived in this study in terms of convergence rate exponents can be arbitrarily small.64% similar
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