Author

Krikamol Muandet

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#machine learning Preprint Oct 2026

Symmetry-Informed Causal Partial Identification

Partial identification (PI) entails estimating bounds on causal effects by encoding different assumptions on data generation as a constrained optimization problem. Such bounds can suffice to inform policy decisions even if the causal effect itself is not identifiable. Often vacuous in practice, practitioners seek to ex...

Uzair Akbar, Z. Zaidi, Niki Kilbertus et al. · 0 citations

#machine learning Preprint May 2026

QuadraSHAP: $\epsilon$-Exact Shapley Values for Product Games in Logarithmic Parallel Time

QuadraSHAP is introduced, a method for $\epsilon$-exact Shapley computation in product games, cooperative games whose coalition values factorize across players, and extends to weighted sums of product games, supporting baseline and empirical interventional attribution across a broad class of models.

Majid Mohammadi, Grigory Reznikov, Pavel Sinitcyn et al. · 0 citations