Gabriele Farina

Defensive Generation COLT 2026 Swap Regret Minimization Through Response-Based Approachability COLT 2026 A Policy-Gradient Approach to Solving Imperfect-Information Games with Best-Iterate Convergence ICLR 2025 Efficient Near-Optimal Algorithm for Online Shortest Paths in Directed Acyclic Graphs with Bandit Feedback Against Adaptive Adversaries COLT 2025 Expected Variational Inequalities ICML 2025 Last-Iterate Convergence Properties of Regret-Matching Algorithms in Games ICLR 2025 Efficient Φ-Regret Minimization with Low-Degree Swap Deviations in Extensive-Form Games NeurIPS 2024 Efficient Learning in Polyhedral Games via Best-Response Oracles AAAI 2024 Fast Last-Iterate Convergence of Learning in Games Requires Forgetful Algorithms NeurIPS 2024 Mediator Interpretation and Faster Learning Algorithms for Linear Correlated Equilibria in General Sequential Games ICLR 2024 On the Optimality of Dilated Entropy and Lower Bounds for Online Learning in Extensive-Form Games NeurIPS 2024 Optimistic Policy Gradient in Multi-Player Markov Games with a Single Controller: Convergence beyond the Minty Property AAAI 2024 Polynomial-Time Computation of Exact Φ-Equilibria in Polyhedral Games NeurIPS 2024 Regularized Conventions: Equilibrium Computation as a Model of Pragmatic Reasoning NAACL 2024 The Consensus Game: Language Model Generation via Equilibrium Search ICLR 2024 The Update-Equivalence Framework for Decision-Time Planning ICLR 2024 Computing Optimal Equilibria and Mechanisms via Learning in Zero-Sum Extensive-Form Games NeurIPS 2023 ESCHER: Eschewing Importance Sampling in Games by Computing a History Value Function to Estimate Regret ICLR 2023 Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning ICLR 2023 Meta-Learning in Games ICLR 2023 Near-Optimal $Φ$-Regret Learning in Extensive-Form Games ICML 2023 On the Convergence of No-Regret Learning Dynamics in Time-Varying Games NeurIPS 2023 Polynomial-Time Linear-Swap Regret Minimization in Imperfect-Information Sequential Games NeurIPS 2023 Regret Matching+: (In)Stability and Fast Convergence in Games NeurIPS 2023 Team Belief DAG: Generalizing the Sequence Form to Team Games for Fast Computation of Correlated Team Max-Min Equilibria via Regret Minimization ICML 2023 Team-PSRO for Learning Approximate TMECor in Large Team Games via Cooperative Reinforcement Learning NeurIPS 2023 Fast Payoff Matrix Sparsification Techniques for Structured Extensive-Form Games AAAI 2022 Kernelized Multiplicative Weights for 0/1-Polyhedral Games: Bridging the Gap Between Learning in Extensive-Form and Normal-Form Games ICML 2022 Modeling Strong and Human-Like Gameplay with KL-Regularized Search ICML 2022 Near-Optimal No-Regret Learning Dynamics for General Convex Games NeurIPS 2022 On Last-Iterate Convergence Beyond Zero-Sum Games ICML 2022 Optimistic Mirror Descent Either Converges to Nash or to Strong Coarse Correlated Equilibria in Bimatrix Games NeurIPS 2022 Subgame Solving in Adversarial Team Games NeurIPS 2022 Uncoupled Learning Dynamics with $O(\log T)$ Swap Regret in Multiplayer Games NeurIPS 2022 Bandit Linear Optimization for Sequential Decision Making and Extensive-Form Games AAAI 2021 Connecting Optimal Ex-Ante Collusion in Teams to Extensive-Form Correlation: Faster Algorithms and Positive Complexity Results ICML 2021 Decentralized No-regret Learning Algorithms for Extensive-form Correlated Equilibria (Extended Abstract) IJCAI 2021 Equilibrium Refinement for the Age of Machines: The One-Sided Quasi-Perfect Equilibrium NeurIPS 2021 Faster Game Solving via Predictive Blackwell Approachability: Connecting Regret Matching and Mirror Descent AAAI 2021 Model-Free Online Learning in Unknown Sequential Decision Making Problems and Games AAAI 2021 Coarse Correlation in Extensive-Form Games AAAI 2020 No-Regret Learning Dynamics for Extensive-Form Correlated Equilibrium NeurIPS 2020 Polynomial-Time Computation of Optimal Correlated Equilibria in Two-Player Extensive-Form Games with Public Chance Moves and Beyond NeurIPS 2020 Stochastic Regret Minimization in Extensive-Form Games ICML 2020 Correlation in Extensive-Form Games: Saddle-Point Formulation and Benchmarks NeurIPS 2019 Efficient Regret Minimization Algorithm for Extensive-Form Correlated Equilibrium NeurIPS 2019 Online Convex Optimization for Sequential Decision Processes and Extensive-Form Games AAAI 2019 Optimistic Regret Minimization for Extensive-Form Games via Dilated Distance-Generating Functions NeurIPS 2019 Quasi-Perfect Stackelberg Equilibrium AAAI 2019 Regret Circuits: Composability of Regret Minimizers ICML 2019 Stable-Predictive Optimistic Counterfactual Regret Minimization ICML 2019 Ex ante coordination and collusion in zero-sum multi-player extensive-form games NeurIPS 2018 Practical exact algorithm for trembling-hand equilibrium refinements in games NeurIPS 2018 Solving Large Sequential Games with the Excessive Gap Technique NeurIPS 2018 Trembling-Hand Perfection in Extensive-Form Games with Commitment IJCAI 2018 Operation Frames and Clubs in Kidney Exchange IJCAI 2017 Regret Minimization in Behaviorally-Constrained Zero-Sum Games ICML 2017 Smoothing Method for Approximate Extensive-Form Perfect Equilibrium IJCAI 2017