no code implementations • 15 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.
1 code implementation • 28 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.