Yi-Fan Guo

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Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Eval Frameworks & Benchmarks (2)Scalable Oversight & Alignment Theory (1)Training Efficiency & Optimization (1)Interpretability & Mechanistic Interp (1)World Models & Planning (1)

Papers (2)

Oct 1, 2026

Affiliation:1w ago

Evidence-Gated Research: Statistically Controlled Model Adoption in Adaptive Search

Adaptive model search can now achieve statistically controlled adoption without sacrificing evidence efficiency, even with path-dependent challenger generation.

Yi-Fan Guo

Eval Frameworks & Benchmarks Scalable Oversight & Alignment Theory Training Efficiency & Optimization

Affiliation:1w ago

MECHVAR: Variance-Guided Mechanism Discrimination for Autonomous Machine Learning Experiment Selection

Discover the "why" behind ML benchmark gains with MECHVAR, a variance-guided approach that achieves near-optimal mechanism discrimination 100x faster than EIG.

Yi-Fan Guo

Eval Frameworks & Benchmarks Interpretability & Mechanistic Interp World Models & Planning