2 papers
cs.LG2026
Aurora: A Leverage-Aware Spectral Optimizer
Alec Dewulf, Dhruv Pai, Li Yang +2
We show that for tall matrix parameters, like projection matrices in the MLP layers, the Muon update can have row norms that are arbitrarily non-uniform. This can lead to a self-re…
stat.ML2025
Causal Inference as Distribution Adaptation: Optimizing ATE Risk under Propensity Uncertainty
Ashley Zhang
Standard approaches to causal inference, such as Outcome Regression and Inverse Probability Weighted Regression Adjustment (IPWRA), are typically derived through the lens of missin…