Constantinos Daskalakis
- The Complexity of Computing a Nash Equilibrium
2009/01/01 by Constantinos Daskalakis, Paul W. Goldberg, Christos H. Papadimitriou · 38 citations
Decision Sciences · Computer Science · Economics, Econometrics and Finance · #Game Theory and Applications #Advanced Graph Theory Research #Game Theory and Voting Systems
- Independent Policy Gradient Methods for Competitive Reinforcement\n Learning
2021/01/11 by Constantinos Daskalakis, Daskalakis, Constantinos, Dylan J. Foster +3 · 11 citations
Computer Science · Decision Sciences · Physics and Astronomy · #Advanced Bandit Algorithms Research #Advanced Thermodynamics and Statistical Mechanics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
- Optimal Testing for Properties of Distributions
2015/07/21 by Jayadev Acharya, Constantinos Daskalakis, Acharya, Jayadev +3 · 6 citations
Computer Science · #Bayesian Modeling and Causal Inference #Complexity and Algorithms in Graphs #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning and Algorithms #Statistics Theory (math.ST)
- Strong Duality for a Multiple-Good Monopolist
2014/09/15 by Constantinos Daskalakis, Alan Deckelbaum, Daskalakis, Constantinos +3 · 5 citations
Business, Management and Accounting · Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Consumer Market Behavior and Pricing #Economic theories and models #FOS: Computer and information sciences
- The Limit Points of (Optimistic) Gradient Descent in Min-Max Optimization
2018/07/11 by Constantinos Daskalakis, Daskalakis, Constantinos, Ioannis Panageas +1 · 5 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Tight last-iterate convergence rates for no-regret learning in multi-player games
2020/10/26 by Noah Golowich, Golowich, Noah, Sarath Pattathil +3 · 6 citations
Computer Science · Decision Sciences · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Ten Steps of EM Suffice for Mixtures of Two Gaussians
2016/09/01 by Constantinos Daskalakis, Christos Tzamos, Daskalakis, Constantinos +3 · 3 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Consistent Diffusion Meets Tweedie: Training Exact Ambient Diffusion Models with Noisy Data
2024/03/20 by Giannis Daras, Daras, Giannis, Alexandros G. Dimakis +3 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG)
- Computationally and Statistically Efficient Truncated Regression
2020/10/22 by Constantinos Daskalakis, Daskalakis, Constantinos, Themis Gouleakis +5 · 4 citations
Computer Science · #Stochastic Gradient Optimization Techniques #Neural Networks and Applications #Machine Learning and ELM
- The Complexity of Optimal Mechanism Design
2012/11/07 by Constantinos Daskalakis, Alan Deckelbaum, Daskalakis, Constantinos +3 · 2 citations
Business, Management and Accounting · Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Consumer Market Behavior and Pricing #Economic theories and models #FOS: Computer and information sciences
- How much is a noisy image worth? Data Scaling Laws for Ambient Diffusion
2024/11/05 by Giannis Daras, Daras, Giannis, Yeshwanth Cherapanamjeri +3 · 6 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Machine Learning (cs.LG)
- Fast Rates for Nonparametric Online Learning: From Realizability to Learning in Games
2021/11/17 by Constantinos Daskalakis, Noah Golowich, Daskalakis, Constantinos +1 · 2 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #Data Stream Mining Techniques #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Efficient Truncated Linear Regression with Unknown Noise Variance
2022/08/25 by Constantinos Daskalakis, Patroklos Stefanou, Daskalakis, Constantinos +5 · 2 citations
Computer Science · #Face and Expression Recognition #Machine Learning and ELM #Gaussian Processes and Bayesian Inference
- Sparse Covers for Sums of Indicators
2013/06/05 by Constantinos Daskalakis, Daskalakis, Constantinos, Christos H. Papadimitriou +1 · 1 citation
Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Computation (stat.CO) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Game Theory and Applications #Game Theory and Voting Systems
- Revenue Maximization and Ex-Post Budget Constraints
2016/05/06 by Constantinos Daskalakis, Nikhil R. Devanur, Daskalakis, Constantinos +3 · 1 citation
Decision Sciences · Economics, Econometrics and Finance · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Economic theories and models #FOS: Computer and information sciences
- Priv'IT: Private and Sample Efficient Identity Testing
2017/03/29 by Bryan Cai, Cai, Bryan, Constantinos Daskalakis +3 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Adversarial Robustness in Machine Learning
- Ambient Diffusion Omni: Training Good Models with Bad Data
2025/06/10 by Giannis Daras, Adrián Rodríguez-Muñoz, Adrian Rodriguez-Munoz +9 · 1 voice · 6 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Advanced Neuroimaging Techniques and Applications #Cell Image Analysis Techniques #Generative Adversarial Networks and Image Synthesis #cs.AI #cs.GR #cs.LG
- A Statistical Taylor Theorem and Extrapolation of Truncated Densities
2021/06/30 by Constantinos Daskalakis, Vasilis Kontonis, Daskalakis, Constantinos +5 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Probability (math.PR) #Statistical Methods and Inference #Statistics Theory (math.ST)
- Breaking the T2/3 Barrier for Sequential Calibration
2024/06/19 by Yuval Dagan, Dagan, Yuval, Constantinos Daskalakis +9 · 2 citations
Computer Science · #Machine Learning and Algorithms #Optimization and Search Problems
- A Converse to Banach's Fixed Point Theorem and its CLS Completeness
2017/02/23 by Constantinos Daskalakis, Daskalakis, Constantinos, Christos Tzamos +3 · 1 citation
Computer Science · Mathematics · #Complexity and Algorithms in Graphs #Advanced Optimization Algorithms Research #Advanced Graph Theory Research
- Charting the Shapes of Stories with Game Theory
2024/12/07 by Constantinos Daskalakis, Ian Gemp, Daskalakis, Constantinos +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
- The Conflict Graph Design: Estimating Causal Effects under Arbitrary Neighborhood Interference
2024/11/16 by Vardis Kandiros, Charilaos Pipis, Kandiros, Vardis +5 · 1 voice · 1 citation
#stat.ME #cs.DS #math.ST
- Learning and Testing Latent-Tree Ising Models Efficiently
2022/11/23 by Davin Choo, Yuval Dagan, Choo, Davin +5 · 1 citation
Agricultural and Biological Sciences · Computer Science · #Bayesian Modeling and Causal Inference #Data Analysis with R #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Plant and animal studies #Probability (math.PR) #Statistics Theory (math.ST)
- A Lower Bound on Swap Regret in Extensive-Form Games
2024/06/19 by Constantinos Daskalakis, Daskalakis, Constantinos, Gabriele Farina +7 · 1 citation
Computer Science · Economics, Econometrics and Finance · #Artificial Intelligence in Games #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Sports Analytics and Performance
- Polynomial-time computation of ℓp-contraction fixed points for even p
2026/07/26 by Constantinos Daskalakis, Gabriele Farina, Brian Hu Zhang
#cs.DS
- Causal Inference for Sequential Settings under Interference and Latent Confounding
2026/07/16 by Phevos Paschalidis, Constantinos Daskalakis, Devavrat Shah
#cs.LG #math.PR