Giorgia Ramponi

According to our database, Giorgia Ramponi authored at least 30 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Preference Elicitation for Offline Reinforcement Learning.

Alizée Pace, Bernhard Schölkopf, Gunnar Rätsch, Giorgia Ramponi

CoRR, 2024

Stochastic Bilevel Optimization with Lower-Level Contextual Markov Decision Processes.

Vinzenz Thoma, Barna Pasztor, Andreas Krause, Giorgia Ramponi, Yifan Hu

CoRR, 2024

Truly No-Regret Learning in Constrained MDPs.

Adrian Müller, Pragnya Alatur, Volkan Cevher, Giorgia Ramponi, Niao He

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Exploiting Causal Graph Priors with Posterior Sampling for Reinforcement Learning.

Mirco Mutti, Riccardo De Santi, Marcello Restelli, Alexander Marx, Giorgia Ramponi

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Provably Learning Nash Policies in Constrained Markov Potential Games.

Pragnya Alatur, Giorgia Ramponi, Niao He, Andreas Krause

Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, 2024

2023

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

Adrian Müller, Pragnya Alatur, Giorgia Ramponi, Niao He

CoRR, 2023

On Imitation in Mean-field Games.

Giorgia Ramponi, Pavel Kolev, Olivier Pietquin, Niao He, Mathieu Laurière, Matthieu Geist

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Do you pay for Privacy in Online learning?

Amartya Sanyal, Giorgia Ramponi

CoRR, 2022

Learning in Markov games: Can we exploit a general-sum opponent?

Giorgia Ramponi, Marcello Restelli

Proceedings of the Uncertainty in Artificial Intelligence, 2022

Learning on streaming graphs with experience replay.

Massimo Perini, Giorgia Ramponi, Paris Carbone, Vasiliki Kalavri

Proceedings of the SAC '22: The 37th ACM/SIGAPP Symposium on Applied Computing, Virtual Event, April 25, 2022

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

Antonio Terpin, Nicolas Lanzetti, Batuhan Yardim, Florian Dörfler, Giorgia Ramponi

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Active Exploration for Inverse Reinforcement Learning.

David Lindner, Andreas Krause, Giorgia Ramponi

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Newton-based Policy Search for Networked Multi-agent Reinforcement Learning.

Giorgio Manganini, Simone Fioravanti, Giorgia Ramponi

Proceedings of the 61st IEEE Conference on Decision and Control, 2022

2021

Challenges and Opportunities in Multi-Agent Reinforcement Learning.

Giorgia Ramponi

PhD thesis, 2021

Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems.

Amarildo Likmeta, Alberto Maria Metelli, Giorgia Ramponi, Andrea Tirinzoni, Matteo Giuliani, Marcello Restelli

Mach. Learn., 2021

Learning in Non-Cooperative Configurable Markov Decision Processes.

Giorgia Ramponi, Alberto Maria Metelli, Alessandro Concetti, Marcello Restelli

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Provably Efficient Learning of Transferable Rewards.

Alberto Maria Metelli, Giorgia Ramponi, Alessandro Concetti, Marcello Restelli

Proceedings of the 38th International Conference on Machine Learning, 2021

Newton Optimization on Helmholtz Decomposition for Continuous Games.

Giorgia Ramponi, Marcello Restelli

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Content-based characterization of online social communities.

Giorgia Ramponi, Marco Brambilla, Stefano Ceri, Florian Daniel, Marco Di Giovanni

Inf. Process. Manag., 2020

Newton-based Policy Optimization for Games.

Giorgia Ramponi, Marcello Restelli

CoRR, 2020

Inverse Reinforcement Learning from a Gradient-based Learner.

Giorgia Ramponi, Gianluca Drappo, Marcello Restelli

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Controlled Text Generation with Adversarial Learning.

Federico Betti, Giorgia Ramponi, Massimo Piccardi

Proceedings of the 13th International Conference on Natural Language Generation, 2020

Truly Batch Model-Free Inverse Reinforcement Learning about Multiple Intentions.

Giorgia Ramponi, Amarildo Likmeta, Alberto Maria Metelli, Andrea Tirinzoni, Marcello Restelli

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019

Vocabulary-based community detection and characterization.

Giorgia Ramponi, Marco Brambilla, Stefano Ceri, Florian Daniel, Marco Di Giovanni

Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing, 2019

News Sharing User Behaviour on Twitter: A Comprehensive Data Collection of News Articles and Social Interactions.

Giovanni Brena, Marco Brambilla, Stefano Ceri, Marco Di Giovanni, Francesco Pierri, Giorgia Ramponi

Proceedings of the Thirteenth International Conference on Web and Social Media, 2019

Assigning users to domains of interest based on content and network similarity with champion instances.

Mattia Gasparini, Giorgia Ramponi, Marco Brambilla, Stefano Ceri

Proceedings of the ASONAM '19: International Conference on Advances in Social Networks Analysis and Mining, 2019

2018

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

Giorgia Ramponi, Pavlos Protopapas, Marco Brambilla, Ryan Janssen

CoRR, 2018

Iterative Knowledge Extraction from Social Networks.

Marco Brambilla, Stefano Ceri, Florian Daniel, Marco Di Giovanni, Andrea Mauri, Giorgia Ramponi

Proceedings of the Companion of the The Web Conference 2018 on The Web Conference 2018, 2018

Content-based Classification of Political Inclinations of Twitter Users.

Marco Di Giovanni, Marco Brambilla, Stefano Ceri, Florian Daniel, Giorgia Ramponi

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2016

JoyTag: a battery-less videogame controller exploiting RFID backscattering: demo.

Gaia Maselli, Mauro Piva, Giorgia Ramponi, Deepak Ganesan

Proceedings of the 22nd Annual International Conference on Mobile Computing and Networking, 2016