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Rémi Le Priol

2 accepted papers

2021

An Analysis of the Adaptation Speed of Causal Models

AISTATS 2021poster

Consider a collection of datasets generated by unknown interventions on an unknown structural causal model $G$. Recently, Bengio et al. (2020) conjectured that among all candidate models, $G$ is the fastest to adapt from one dataset to another, along with promising experiments. Indeed, intuitively $…

2019

Negative Momentum for Improved Game Dynamics

AISTATS 2019poster

Games generalize the single-objective optimization paradigm by introducing different objective functions for different players. Differentiable games often proceed by simultaneous or alternating gradient updates. In machine learning, games are gaining new importance through formulations like generati…