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Gabriele Farina
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Human-level play in the game of Diplomacy by combining language models with strategic reasoning
Meta Fundamental AI Research Diplomacy Team (FAIR)†, A Bakhtin, ...
Science 378 (6624), 1067-1074, 2022
1742022
Online convex optimization for sequential decision processes and extensive-form games
G Farina, C Kroer, T Sandholm
Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 1917-1925, 2019
622019
Faster game solving via predictive Blackwell approachability: Connecting regret matching and mirror descent
G Farina, C Kroer, T Sandholm
Proceedings of the AAAI Conference on Artificial Intelligence 35 (6), 5363-5371, 2021
592021
No-regret learning dynamics for extensive-form correlated equilibrium
A Celli, A Marchesi, G Farina, N Gatti
Advances in Neural Information Processing Systems 33, 7722-7732, 2020
582020
Near-optimal no-regret learning for correlated equilibria in multi-player general-sum games
I Anagnostides, C Daskalakis, G Farina, M Fishelson, N Golowich, ...
Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing …, 2022
562022
Optimistic Regret Minimization for Extensive-Form Games via Dilated Distance-Generating Functions.
G Farina, C Kroer, T Sandholm
Conference on Neural Information Processing Systems, 2019
512019
Ex ante coordination and collusion in zero-sum multi-player extensive-form games
G Farina, A Celli, N Gatti, T Sandholm
Advances in Neural Information Processing Systems 31, 2018
512018
Correlation in extensive-form games: Saddle-point formulation and benchmarks
G Farina, CK Ling, F Fang, T Sandholm
Advances in Neural Information Processing Systems, 9233-9243, 2019
502019
Solving large sequential games with the excessive gap technique
C Kroer, G Farina, T Sandholm
Advances in Neural Information Processing Systems, 864-874, 2018
472018
Modeling strong and human-like gameplay with KL-regularized search
AP Jacob, DJ Wu, G Farina, A Lerer, H Hu, A Bakhtin, J Andreas, N Brown
International Conference on Machine Learning, 9695-9728, 2022
422022
On last-iterate convergence beyond zero-sum games
I Anagnostides, I Panageas, G Farina, T Sandholm
International Conference on Machine Learning, 536-581, 2022
372022
Regret Circuits: Composability of Regret Minimizers
G Farina, C Kroer, T Sandholm
Thirty-sixth International Conference on Machine Learning, 2019
362019
Stable-Predictive Optimistic Counterfactual Regret Minimization
G Farina, C Kroer, N Brown, T Sandholm
Thirty-sixth International Conference on Machine Learning, 2019
362019
Simple uncoupled no-regret learning dynamics for extensive-form correlated equilibrium
G Farina, A Celli, A Marchesi, N Gatti
Journal of the ACM 69 (6), 1-41, 2022
352022
Regret minimization in behaviorally-constrained zero-sum games
G Farina, C Kroer, T Sandholm
International Conference on Machine Learning, 1107-1116, 2017
352017
Robust Stackelberg equilibria in extensive-form games and extension to limited lookahead
C Kroer, G Farina, T Sandholm
Thirty-Second AAAI Conference on Artificial Intelligence, 2018
332018
Mastering the game of no-press Diplomacy via human-regularized reinforcement learning and planning
A Bakhtin, DJ Wu, A Lerer, J Gray, AP Jacob, G Farina, AH Miller, ...
arXiv preprint arXiv:2210.05492, 2022
302022
Stochastic regret minimization in extensive-form games
G Farina, C Kroer, T Sandholm
International Conference on Machine Learning, 3018-3028, 2020
302020
Coarse correlation in extensive-form games
G Farina, T Bianchi, T Sandholm
Proceedings of the AAAI Conference on Artificial Intelligence 34 (02), 1934-1941, 2020
302020
Uncoupled Learning Dynamics with Swap Regret in Multiplayer Games
I Anagnostides, G Farina, C Kroer, CW Lee, H Luo, T Sandholm
Advances in Neural Information Processing Systems 35, 3292-3304, 2022
292022
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