Giorgia Ramponi

56 papers A* 12A 5B 2Misc 2Journal 31Unranked 3

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Aligning Language Models from User Interactions. CoRR Thomas Kleine Buening, Jonas Hübotter, Barna Pásztor, Idan Shenfeld, Giorgia Ramponi, Andreas Krause
2026	J	`jnl`	From Words To Rewards: Leveraging Natural Language For Reinforcement Learning. Trans. Mach. Learn. Res. Belen Martin-Urcelay, Andreas Krause, Giorgia Ramponi
2026	J	`jnl`	MAVRL: Learning Reward Functions from Multiple Feedback Types with Amortized Variational Inference. CoRR Raphaël Baur, Yannick Metz, Maria Gkoulta, Mennatallah El-Assady, Giorgia Ramponi, Thomas Kleine Buening
2026	J	`jnl`	Multi-agent imitation learning with function approximation: Linear Markov games and beyond. CoRR Luca Viano, Till Freihaut, Emanuele Nevali, Volkan Cevher, Matthieu Geist, Giorgia Ramponi
2026	J	`jnl`	Optimal Sample Complexity for Single Time-Scale Actor-Critic with Momentum. CoRR Navdeep Kumar, Tehila Dahan, Lior Cohen, Ananyabrata Barua, Giorgia Ramponi, Kfir Yehuda Levy, Shie Mannor
2025	J	`jnl`	Clustered KL-barycenter design for policy evaluation. CoRR Simon Weissmann, Till Freihaut, Claire Vernade, Giorgia Ramponi, Leif Döring
2025	J	`jnl`	Corrupted by Reasoning: Reasoning Language Models Become Free-Riders in Public Goods Games. CoRR David Guzman Piedrahita, Yongjin Yang, Mrinmaya Sachan, Giorgia Ramponi, Bernhard Schölkopf, Zhijing Jin
2025	J	`jnl`	Dual Formulation for Non-Rectangular Lp Robust Markov Decision Processes. CoRR Navdeep Kumar, Adarsh Gupta, Maxence Mohamed Elfatihi, Giorgia Ramponi, Kfir Yehuda Levy, Shie Mannor
2025	J	`jnl`	Fine-tuning Behavioral Cloning Policies with Preference-Based Reinforcement Learning. CoRR Maël Macuglia, Paul Friedrich, Giorgia Ramponi
2025	A	`conf`	Learning Collusion in Episodic, Inventory-Constrained Markets. AAMAS Paul Friedrich, Barna Pásztor, Giorgia Ramponi
2025	J	`jnl`	Learning Equilibria from Data: Provably Efficient Multi-Agent Imitation Learning. CoRR Till Freihaut, Luca Viano, Volkan Cevher, Matthieu Geist, Giorgia Ramponi
2025	J	`jnl`	Learning Real-World Acrobatic Flight from Human Preferences. CoRR Colin Merk, Ismail Geles, Jiaxu Xing, Angel Romero, Giorgia Ramponi, Davide Scaramuzza
2025	J	`jnl`	Policy Gradient with Tree Search: Avoiding Local Optimas through Lookahead. CoRR Uri Koren, Navdeep Kumar, Uri Gadot, Giorgia Ramponi, Kfir Yehuda Levy, Shie Mannor
2025	A*	`conf`	Preference Elicitation for Offline Reinforcement Learning. ICLR Alizée Pace, Bernhard Schölkopf, Gunnar Rätsch, Giorgia Ramponi
2025	J	`jnl`	Rate optimal learning of equilibria from data. CoRR Till Freihaut, Luca Viano, Emanuele Nevali, Volkan Cevher, Matthieu Geist, Giorgia Ramponi
2024	A*	`conf`	Contextual Bilevel Reinforcement Learning for Incentive Alignment. NeurIPS Vinzenz Thoma, Barna Pásztor, Andreas Krause, Giorgia Ramponi, Yifan Hu
2024	A*	`conf`	Exploiting Causal Graph Priors with Posterior Sampling for Reinforcement Learning. ICLR Mirco Mutti, Riccardo De Santi, Marcello Restelli, Alexander Marx, Giorgia Ramponi
2024	J	`jnl`	Improved Sample Complexity for Global Convergence of Actor-Critic Algorithms. CoRR Navdeep Kumar, Priyank Agrawal, Giorgia Ramponi, Kfir Yehuda Levy, Shie Mannor
2024	J	`jnl`	Learning Collusion in Episodic, Inventory-Constrained Markets. CoRR Paul Friedrich, Barna Pásztor, Giorgia Ramponi
2024	J	`jnl`	On Multi-Agent Inverse Reinforcement Learning. CoRR Till Freihaut, Giorgia Ramponi
2024	J	`jnl`	Preference Elicitation for Offline Reinforcement Learning. CoRR Alizée Pace, Bernhard Schölkopf, Gunnar Rätsch, Giorgia Ramponi
2024	A	`conf`	Provably Learning Nash Policies in Constrained Markov Potential Games. AAMAS Pragnya Alatur, Giorgia Ramponi, Niao He, Andreas Krause
2024	J	`jnl`	Stochastic Bilevel Optimization with Lower-Level Contextual Markov Decision Processes. CoRR Vinzenz Thoma, Barna Pásztor, Andreas Krause, Giorgia Ramponi, Yifan Hu
2024	A*	`conf`	Truly No-Regret Learning in Constrained MDPs. ICML Adrian Müller, Pragnya Alatur, Volkan Cevher, Giorgia Ramponi, Niao He
2024	J	`jnl`	Truly No-Regret Learning in Constrained MDPs. CoRR Adrian Müller, Pragnya Alatur, Volkan Cevher, Giorgia Ramponi, Niao He
2023	J	`jnl`	Cancellation-Free Regret Bounds for Lagrangian Approaches in Constrained Markov Decision Processes. CoRR Adrian Müller, Pragnya Alatur, Giorgia Ramponi, Niao He
2023	J	`jnl`	Exploiting Causal Graph Priors with Posterior Sampling for Reinforcement Learning. CoRR Mirco Mutti, Riccardo De Santi, Marcello Restelli, Alexander Marx, Giorgia Ramponi
2023	A*	`conf`	On Imitation in Mean-field Games. NeurIPS Giorgia Ramponi, Pavel Kolev, Olivier Pietquin, Niao He, Mathieu Laurière, Matthieu Geist
2023	J	`jnl`	On Imitation in Mean-field Games. CoRR Giorgia Ramponi, Pavel Kolev, Olivier Pietquin, Niao He, Mathieu Laurière, Matthieu Geist
2023	J	`jnl`	Provably Learning Nash Policies in Constrained Markov Potential Games. CoRR Pragnya Alatur, Giorgia Ramponi, Niao He, Andreas Krause
2022	A*	`conf`	Active Exploration for Inverse Reinforcement Learning. NeurIPS David Lindner, Andreas Krause, Giorgia Ramponi
2022	J	`jnl`	Active Exploration for Inverse Reinforcement Learning. CoRR David Lindner, Andreas Krause, Giorgia Ramponi
2022	J	`jnl`	Do you pay for Privacy in Online learning? CoRR Amartya Sanyal, Giorgia Ramponi
2022	A	`conf`	Learning in Markov games: Can we exploit a general-sum opponent? UAI Giorgia Ramponi, Marcello Restelli
2022	Misc	`conf`	Learning on streaming graphs with experience replay. SAC Massimo Perini, Giorgia Ramponi, Paris Carbone, Vasiliki Kalavri
2022	—	`conf`	Newton-based Policy Search for Networked Multi-agent Reinforcement Learning. CDC Giorgio Manganini, Simone Fioravanti, Giorgia Ramponi
2022	A*	`conf`	Trust Region Policy Optimization with Optimal Transport Discrepancies: Duality and Algorithm for Continuous Actions. NeurIPS Antonio Terpin, Nicolas Lanzetti, Batuhan Yardim, Florian Dörfler, Giorgia Ramponi
2022	J	`jnl`	Trust Region Policy Optimization with Optimal Transport Discrepancies: Duality and Algorithm for Continuous Actions. CoRR Antonio Terpin, Nicolas Lanzetti, Batuhan Yardim, Florian Dörfler, Giorgia Ramponi
2021	—	`—`	Challenges and Opportunities in Multi-Agent Reinforcement Learning. Giorgia Ramponi
2021	J	`jnl`	Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems. Mach. Learn. Amarildo Likmeta, Alberto Maria Metelli, Giorgia Ramponi, Andrea Tirinzoni, Matteo Giuliani, Marcello Restelli
2021	A*	`conf`	Learning in Non-Cooperative Configurable Markov Decision Processes. NeurIPS Giorgia Ramponi, Alberto Maria Metelli, Alessandro Concetti, Marcello Restelli
2021	A*	`conf`	Newton Optimization on Helmholtz Decomposition for Continuous Games. AAAI Giorgia Ramponi, Marcello Restelli
2021	A*	`conf`	Provably Efficient Learning of Transferable Rewards. ICML Alberto Maria Metelli, Giorgia Ramponi, Alessandro Concetti, Marcello Restelli
2020	J	`jnl`	Content-based characterization of online social communities. Inf. Process. Manag. Giorgia Ramponi, Marco Brambilla, Stefano Ceri, Florian Daniel, Marco Di Giovanni
2020	B	`conf`	Controlled Text Generation with Adversarial Learning. INLG Federico Betti, Giorgia Ramponi, Massimo Piccardi
2020	A*	`conf`	Inverse Reinforcement Learning from a Gradient-based Learner. NeurIPS Giorgia Ramponi, Gianluca Drappo, Marcello Restelli
2020	J	`jnl`	Inverse Reinforcement Learning from a Gradient-based Learner. CoRR Giorgia Ramponi, Gianluca Drappo, Marcello Restelli
2020	J	`jnl`	Newton-based Policy Optimization for Games. CoRR Giorgia Ramponi, Marcello Restelli
2020	A	`conf`	Truly Batch Model-Free Inverse Reinforcement Learning about Multiple Intentions. AISTATS Giorgia Ramponi, Amarildo Likmeta, Alberto Maria Metelli, Andrea Tirinzoni, Marcello Restelli
2019	B	`conf`	Assigning users to domains of interest based on content and network similarity with champion instances. ASONAM Mattia Gasparini, Giorgia Ramponi, Marco Brambilla, Stefano Ceri
2019	A	`conf`	News Sharing User Behaviour on Twitter: A Comprehensive Data Collection of News Articles and Social Interactions. ICWSM Giovanni Brena, Marco Brambilla, Stefano Ceri, Marco Di Giovanni, Francesco Pierri, Giorgia Ramponi
2019	Misc	`conf`	Vocabulary-based community detection and characterization. SAC Giorgia Ramponi, Marco Brambilla, Stefano Ceri, Florian Daniel, Marco Di Giovanni
2018	—	`conf`	Content-based Classification of Political Inclinations of Twitter Users. IEEE BigData Marco Di Giovanni, Marco Brambilla, Stefano Ceri, Florian Daniel, Giorgia Ramponi
2018	—	`conf`	Iterative Knowledge Extraction from Social Networks. WWW (Companion Volume) Marco Brambilla, Stefano Ceri, Florian Daniel, Marco Di Giovanni, Andrea Mauri, Giorgia Ramponi
2018	J	`jnl`	T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling. CoRR Giorgia Ramponi, Pavlos Protopapas, Marco Brambilla, Ryan Janssen
2016	A*	`conf`	JoyTag: a battery-less videogame controller exploiting RFID backscattering: demo. MobiCom Gaia Maselli, Mauro Piva, Giorgia Ramponi, Deepak Ganesan