A spectral algorithm with minimax-optimal guarantees is proposed for directly estimating bilinear forms in Tucker2 tensor panels with staggered-adoption missingness.
and Rubin, Donald B
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CIF certifies interventional interpretability metrics as bounded causal means with anytime-valid confidence sequences, including under adaptive sampling, cutting certification cost 10–30× with betting sequences.
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Direct and efficient estimation of bilinear forms in staggered tensor panels
A spectral algorithm with minimax-optimal guarantees is proposed for directly estimating bilinear forms in Tucker2 tensor panels with staggered-adoption missingness.
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Certified Interventional Fidelity: Anytime-Valid, Adaptive Evaluation of Causal Claims in Mechanistic Interpretability
CIF certifies interventional interpretability metrics as bounded causal means with anytime-valid confidence sequences, including under adaptive sampling, cutting certification cost 10–30× with betting sequences.