Search Results for author: Ibtihal Ferwana

Found 2 papers, 1 papers with code

Designing Discontinuities

no code implementations15 May 2023 Ibtihal Ferwana, Suyoung Park, Ting-Yi Wu, Lav R. Varshney

To do so, we propose a quantization-theoretic approach to optimize the effect of interest, first learning the causal effect size of a given discontinuous variable and then applying dynamic programming for optimal quantization design of discontinuities to balance the gain and loss in that effect size.

Econometrics Quantization +1

Learning Optimal Features via Partial Invariance

1 code implementation28 Jan 2023 Moulik Choraria, Ibtihal Ferwana, Ankur Mani, Lav R. Varshney

Learning models that are robust to distribution shifts is a key concern in the context of their real-life applicability.

Domain Generalization

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