4 citations · 11 across the 4 of their papers we have counts for
4 papers
Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks
Alireza Fallah, Aryan Mokhtari, Asuman Ozdaglar
In this paper, we study the generalization properties of Model-Agnostic Meta-Learning (MAML) algorithms for supervised learning problems. We focus on the setting in which we train…
Entropic Compressibility of Lévy Processes
Julien Fageot, Alireza Fallah, Thibaut Horel
In contrast to their seemingly simple and shared structure of independence and stationarity, Lévy processes exhibit a wide variety of behaviors, from the self-similar Wiener proces…
On the Convergence Theory of Debiased Model-Agnostic Meta-Reinforcement Learning
Alireza Fallah, Kristian Georgiev, Aryan Mokhtari +1
We consider Model-Agnostic Meta-Learning (MAML) methods for Reinforcement Learning (RL) problems, where the goal is to find a policy using data from several tasks represented by Ma…
Specifying The Auslander transpose in submodule category and its applications
Abdolnaser Bahlekeh, Ali Mahin Fallah, Shokrollah Salarian
Let $(R, \m)$ be a -dimensional commutative noetherian local ring. Let $\M$ denote the morphism category of finitely generated -modules and let $\Sc$ be the submodule categor…