output
20132026
most citedModulating early visual processing by language

298 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2023 · stat.MLShow all

4 papers · 2 filters

stat.ML2023

Towards Instance-Optimality in Online PAC Reinforcement Learning

Aymen Al-Marjani, Andrea Tirinzoni, Emilie Kaufmann

Several recent works have proposed instance-dependent upper bounds on the number of episodes needed to identify, with probability , an -optimal policy in finite-h…

stat.ML2023★ 1 cited

Signal reconstruction using determinantal sampling

Ayoub Belhadji, Rémi Bardenet, Pierre Chainais

We study the approximation of a square-integrable function from a finite number of evaluations on a random set of nodes according to a well-chosen distribution. This is particularl…

stat.ML2023

CRIMED: Lower and Upper Bounds on Regret for Bandits with Unbounded Stochastic Corruption

Shubhada Agrawal, Timothée Mathieu, Debabrota Basu +1

We investigate the regret-minimisation problem in a multi-armed bandit setting with arbitrary corruptions. Similar to the classical setup, the agent receives rewards generated inde…

stat.ML2023★ 1 cited

Concentrated Differential Privacy for Bandits

Achraf Azize, Debabrota Basu

Bandits serve as the theoretical foundation of sequential learning and an algorithmic foundation of modern recommender systems. However, recommender systems often rely on user-sens…