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Georgios Piliouras

  1. Multi-Agent Risks from Advanced AI
    2025/02/19 by Lewis Hammond, Alan Chan, Hammond, Lewis +89 · 3 voices · 35 citations
    Social Sciences · #Ethics and Social Impacts of AI #cs.AI #cs.CY #cs.ET #cs.LG #cs.MA
  2. Optimistic mirror descent in saddle-point problems: Going the extra (gradient) mile
    2018/07/07 by Panayotis Mertikopoulos, Bruno Lecouat, Mertikopoulos, Panayotis +9 · 21 citations
    Computer Science · Engineering · #Advanced Numerical Methods in Computational Mathematics #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Matrix Theory and Algorithms #Optimization and Control (math.OC)
  3. α-Rank: Multi-Agent Evaluation by Evolution
    2019/03/04 by Shayegan Omidshafiei, Christos H. Papadimitriou, Christos Papadimitriou +21 · 1 voice · 4 citations
    Computer Science · Economics, Econometrics and Finance · Social Sciences · #Artificial Intelligence in Games #Evolutionary Game Theory and Cooperation #Sports Analytics and Performance #cs.GT #cs.MA
  4. Scalable AI Safety via Doubly-Efficient Debate
    2023/11/23 by Jonah Brown-Cohen, Brown-Cohen, Jonah, Geoffrey Irving +3 · 1 voice · 13 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Ethics and Social Impacts of AI #Privacy-Preserving Technologies in Data #cs.AI #cs.LG
  5. Gradient Descent Only Converges to Minimizers: Non-Isolated Critical Points and Invariant Regions
    2016/05/02 by Ioannis Panageas, Georgios Piliouras, Panageas, Ioannis +1 · 7 citations
    Computer Science · Engineering · Medicine · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Bone and Joint Diseases
  6. Steering Language Models with Game-Theoretic Solvers
    2024/01/24 by Ian Gemp, Gemp, Ian, Roma Patel +15 · 3 voices · 7 citations
    Computer Science · #Natural Language Processing Techniques
  7. Wealth Inequality and the Price of Anarchy
    2018/02/26 by Kurtuluş Gemici, Elias Koutsoupias, Gemici, Kurtuluş +7 · 1 voice · 1 citation
    Computer Science · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #cs.GT
  8. Global Convergence of Multi-Agent Policy Gradient in Markov Potential Games
    2021/06/03 by Stefanos Leonardos, Will Overman, Leonardos, Stefanos +5 · 5 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  9. A theory of appropriateness with applications to generative artificial intelligence
    2024/12/26 by Joel Z. Leibo, Leibo, Joel Z., Alexander Sasha Vezhnevets +30 · 2 voices · 9 citations
    Decision Sciences · #Complex Systems and Decision Making #cs.AI
  10. Agency Is Frame-Dependent
    2025/02/06 by David Abel, Abel, David, André Barreto +30 · 4 voices · 1 citation
    Neuroscience · Psychology · #Action Observation and Synchronization #Embodied and Extended Cognition #Free Will and Agency #cs.AI
  11. No-regret learning and mixed Nash equilibria: They do not mix
    2020/10/19 by Lampros Flokas, Flokas, Lampros, Emmanouil-Vasileios Vlatakis-Gkaragkounis +7 · 4 citations
    Computer Science · Decision Sciences · #37N40 #68Q32 #68T05 #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Applications #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Primary 91A26 #Reinforcement Learning in Robotics #secondary 91A68
  12. Scalable Deep Reinforcement Learning Algorithms for Mean Field Games
    2022/03/22 by Mathieu Laurière, Sarah Perrin, Laurière, Mathieu +19 · 5 citations
    Decision Sciences · Economics, Econometrics and Finance · #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Applications #Innovation Diffusion and Forecasting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sports Analytics and Performance
  13. Beyond Time-Average Convergence: Near-Optimal Uncoupled Online Learning via Clairvoyant Multiplicative Weights Update
    2021/11/29 by Georgios Piliouras, Ryann Sim, Piliouras, Georgios +3 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Economics and business #Game Theory and Applications #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics #Theoretical Economics (econ.TH)
  14. Multi-agent Performative Prediction: From Global Stability and Optimality to Chaos
    2022/01/25 by Georgios Piliouras, Fang-Yi Yu, Piliouras, Georgios +1 · 2 citations
    Economics, Econometrics and Finance · Physics and Astronomy · Computer Science · #Complex Systems and Time Series Analysis #Opinion Dynamics and Social Influence #Neural Networks and Applications
  15. Re-evaluating Open-ended Evaluation of Large Language Models
    2025/02/27 by Siqi Liu, Liu, Siqi, Ian Gemp +9 · 1 voice · 5 citations
    #cs.GT #cs.CL #cs.LG #stat.ML
  16. Plasticity as the Mirror of Empowerment
    2025/05/15 by David Abel, Michael Bowling, Abel, David +30 · 3 voices · 3 citations
    Neuroscience · Psychology · #cs.AI #cs.LG
  17. Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory
    2020/12/05 by Stefanos Leonardos, Leonardos, Stefanos, Georgios Piliouras +1 · 1 citation
    Decision Sciences · Social Sciences · #58K35 #91A26 #91A68 #93A16 #Computer Science and Game Theory (cs.GT) #Dynamical Systems (math.DS) #Evolutionary Game Theory and Cooperation #Experimental Behavioral Economics Studies #F.2.2 #FOS: Computer and information sciences #FOS: Mathematics #G.3 #Game Theory and Applications #J.4 #Multiagent Systems (cs.MA)
  18. Learning in Markets: Greed Leads to Chaos but Following the Price is\n Right
    2021/03/15 by Yun Kuen Cheung, Cheung, Yun Kuen, Stefanos Leonardos +3 · 1 citation
    Decision Sciences · #Game Theory and Applications #Auction Theory and Applications #Advanced Bandit Algorithms Research
  19. Fast Convergence of Optimistic Gradient Ascent in Network Zero-Sum Extensive Form Games
    2022/07/18 by Georgios Piliouras, Piliouras, Georgios, Lillian J. Ratliff +4 · 1 citation
    Decision Sciences · Social Sciences · #Game Theory and Applications #Experimental Behavioral Economics Studies #Auction Theory and Applications
  20. Avoiding Obfuscation with Prover-Estimator Debate
    2025/06/16 by Jonah Brown-Cohen, Brown-Cohen, Jonah, Geoffrey Irving +6 · 1 voice · 4 citations
    #cs.AI #cs.CC #cs.DS
  21. Learning Correlated Equilibria in Mean-Field Games
    2022/08/22 by Paul Müller, Muller, Paul, Romuald Élie +17 · 1 citation
    Decision Sciences · Economics, Econometrics and Finance · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #Computer Science and Game Theory (cs.GT) #Economic theories and models #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (stat.ML)
  22. Optimality Despite Chaos in Fee Markets
    2022/12/14 by Stefanos Leonardos, Leonardos, Stefanos, Daniël Reijsbergen +5 · 1 citation
    Computer Science · Decision Sciences · Business, Management and Accounting · #Blockchain Technology Applications and Security #Auction Theory and Applications #Digital Platforms and Economics
  23. Matrix Multiplicative Weights Updates in Quantum Zero-Sum Games: Conservation Laws & Recurrence
    2022/11/03 by Rahul Jain, Georgios Piliouras, Jain, Rahul +3 · 1 citation
    Computer Science · Physics and Astronomy · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #FOS: Physical sciences #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Mechanics and Applications #Quantum Physics (quant-ph)
  24. Charting the Shapes of Stories with Game Theory
    2024/12/07 by Constantinos Daskalakis, Daskalakis, Constantinos, Ian Gemp +9 · 3 voices · 1 citation
    Business, Management and Accounting · Decision Sciences · Economics, Econometrics and Finance · #Economic Theory and Institutions #Game Theory and Applications #Organizational Management and Leadership #cs.AI #cs.GT
  25. Beyond Strict Competition: Approximate Convergence of Multi Agent Q-Learning Dynamics
    2023/07/26 by Aamal Hussain, Hussain, Aamal, Francesco Belardinelli +3 · 1 citation
    Computer Science · Decision Sciences · Social Sciences · #Reinforcement Learning in Robotics #Game Theory and Applications #Experimental Behavioral Economics Studies
  26. Deviation Ratings: A General, Clone-Invariant Rating Method
    2025/02/17 by Luke Marris, Marris, Luke, Siqi Liu +7 · 2 voices · 1 citation
    #cs.GT #cs.CL #cs.MA #stat.OT
  27. Convex Markov Games: A New Frontier for Multi-Agent Reinforcement Learning
    2024/10/22 by Ian Gemp, Gemp, Ian, Andreas Haupt +7 · 1 citation
    Decision Sciences · Social Sciences · #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #Evolutionary Game Theory and Cooperation #FOS: Computer and information sciences #Game Theory and Applications #Multiagent Systems (cs.MA)
  28. Paradoxes of Game Theoretic Equilibria and Price of Anarchy
    2026/07/13 by Georgios Piliouras, Ian Gemp, Siqi Liu +1 · 2 voices
    #cs.GT #cs.LG #cs.MA #math.DS #math.OC
  29. Approximating the Core via Iterative Coalition Sampling
    2024/02/06 by Ian Gemp, Marc Lanctot, Gemp, Ian +25 · 1 citation
    Chemistry · Economics, Econometrics and Finance · Mathematics · #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Voting Systems #Metal-Organic Frameworks: Synthesis and Applications #Multiagent Systems (cs.MA) #Statistical Methods and Inference
  30. Natural Invariant Measures for Chaotic Game Dynamics: Finding Order in Chaos
    2026/07/23 by Jakub Bielawski, Thiparat Chotibut, Fryderyk Falniowski +2
    #math.DS #cs.LG #econ.TH