5 citations · 6 across the 4 of their papers we have counts for
5 papers
Beyond Impossibility: Balancing Sufficiency, Separation and Accuracy
Limor Gultchin, Vincent Cohen-Addad, Sophie Giffard-Roisin +2
Among the various aspects of algorithmic fairness studied in recent years, the tension between satisfying both \textit{sufficiency} and \textit{separation} -- e.g. the ratios of po…
Operationalizing Complex Causes: A Pragmatic View of Mediation
Limor Gultchin, David S. Watson, Matt J. Kusner +1
We examine the problem of causal response estimation for complex objects (e.g., text, images, genomics). In this setting, classical \emph{atomic} interventions are often not availa…
Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice
David Watson, Limor Gultchin, Ankur Taly +1
Necessity and sufficiency are the building blocks of all successful explanations. Yet despite their importance, these notions have been conceptually underdeveloped and inconsistent…
Differentiable Causal Backdoor Discovery
Limor Gultchin, Matt J. Kusner, Varun Kanade +1
Discovering the causal effect of a decision is critical to nearly all forms of decision-making. In particular, it is a key quantity in drug development, in crafting government poli…
Humor in Word Embeddings: Cockamamie Gobbledegook for Nincompoops
Limor Gultchin, Genevieve Patterson, Nancy Baym +2
While humor is often thought to be beyond the reach of Natural Language Processing, we show that several aspects of single-word humor correlate with simple linear directions in Wor…