activity
19992023
most citedFrom optimal transport to generative modeling: the VEGAN cookbook

98 citations · 126 across the 5 of their papers we have counts for

collaborators

6 papers

cs.CL2023★ 2 cited

Voices of Her: Analyzing Gender Differences in the AI Publication World

Yiwen Ding, Jiarui Liu, Zhiheng Lyu +4

While several previous studies have analyzed gender bias in research, we are still missing a comprehensive analysis of gender differences in the AI community, covering diverse topi…

cs.CL2022

A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models

Alessandro Stolfo, Zhijing Jin, Kumar Shridhar +2

We have recently witnessed a number of impressive results on hard mathematical reasoning problems with language models. At the same time, the robustness of these models has also be…

stat.ML2017★ 98 cited

From optimal transport to generative modeling: the VEGAN cookbook

Olivier Bousquet, Sylvain Gelly, Ilya Tolstikhin +2

We study unsupervised generative modeling in terms of the optimal transport (OT) problem between true (but unknown) data distribution and the latent variable model distributi…

cs.AI2016

Causal inference for data-driven debugging and decision making in cloud computing

Philipp Geiger, Lucian Carata, Bernhard Schoelkopf

Cloud computing involves complex technical and economical systems and interactions. This brings about various challenges, two of which are: (1) debugging and control to optimize th…

stat.ML2009★ 9 cited

Distinguishing Cause and Effect via Second Order Exponential Models

Dominik Janzing, Xiaohai Sun, Bernhard Schoelkopf

We propose a method to infer causal structures containing both discrete and continuous variables. The idea is to select causal hypotheses for which the conditional density of every…

hep-ex1999★ 17 cited

Classifying LEP Data with Support Vector Algorithms

P. Vannerem, K. -R. Mueller, B. Schoelkopf +2

We have studied the application of different classification algorithms in the analysis of simulated high energy physics data. Whereas Neural Network algorithms have become a standa…