Giorgia Ramponi | DeepAI

DeepAI AI Chat

Featured Co-authors

Andreas Krause
182 publications
Olivier Pietquin
71 publications
Matthieu Geist
67 publications
Marcello Restelli
59 publications
Niao He
45 publications
Pavlos Protopapas
40 publications
Mathieu Laurière
30 publications
Amartya Sanyal
20 publications
Florian Dörfler
19 publications
David Lindner
15 publications
Pavel Kolev
12 publications

∙ 06/26/2023

On Imitation in Mean-field Games

We explore the problem of imitation learning (IL) in the context of mean...

0 Giorgia Ramponi, et al. ∙

∙ 06/13/2023

Provably Learning Nash Policies in Constrained Markov Potential Games

Multi-agent reinforcement learning (MARL) addresses sequential decision-...

0 Pragnya Alatur, et al. ∙

∙ 06/12/2023

Cancellation-Free Regret Bounds for Lagrangian Approaches in Constrained Markov Decision Processes

Constrained Markov Decision Processes (CMDPs) are one of the common ways...

0 Adrian Müller, et al. ∙

∙ 10/20/2022

Trust Region Policy Optimization with Optimal Transport Discrepancies: Duality and Algorithm for Continuous Actions

Policy Optimization (PO) algorithms have been proven particularly suited...

0 Antonio Terpin, et al. ∙

∙ 10/10/2022

Do you pay for Privacy in Online learning?

Online learning, in the mistake bound model, is one of the most fundamen...

0 Amartya Sanyal, et al. ∙

∙ 07/18/2022

Active Exploration for Inverse Reinforcement Learning

Inverse Reinforcement Learning (IRL) is a powerful paradigm for inferrin...

0 David Lindner, et al. ∙

∙ 07/15/2020

Inverse Reinforcement Learning from a Gradient-based Learner

Inverse Reinforcement Learning addresses the problem of inferring an exp...

0 Giorgia Ramponi, et al. ∙

∙ 07/15/2020

Newton-based Policy Optimization for Games

Many learning problems involve multiple agents optimizing different inte...

0 Giorgia Ramponi, et al. ∙

∙ 11/20/2018

T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling

In this paper we propose a data augmentation method for time series with...

0 Giorgia Ramponi, et al. ∙

Are you a researcher?
Expose your work
to one of the largest
A.I. communities in the world