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06/07/2023
Multimodal Learning Without Labeled Multimodal Data: Guarantees and Applications
In many machine learning systems that jointly learn from multiple modali...
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02/23/2023
Quantifying Modeling Feature Interactions: An Information Decomposition Framework
The recent explosion of interest in multimodal applications has resulted...
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01/22/2023
Abstracting Imperfect Information Away from Two-Player Zero-Sum Games
In their seminal work, Nayyar et al. (2013) showed that imperfect inform...
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12/29/2022
Function Approximation for Solving Stackelberg Equilibrium in Large Perfect Information Games
Function approximation (FA) has been a critical component in solving lar...
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12/29/2022
Safe Subgame Resolving for Extensive Form Correlated Equilibrium
Correlated Equilibrium is a solution concept that is more general than N...
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02/02/2021
Safe Search for Stackelberg Equilibria in Extensive-Form Games
Stackelberg equilibrium is a solution concept in two-player games where ...
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12/05/2020
Deep Archimedean Copulas
A central problem in machine learning and statistics is to model joint d...
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02/22/2020
Nonmyopic Gaussian Process Optimization with Macro-Actions
This paper presents a multi-staged approach to nonmyopic adaptive Gaussi...
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10/28/2019
Efficient Regret Minimization Algorithm for Extensive-Form Correlated Equilibrium
Self-play methods based on regret minimization have become the state of ...
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05/29/2019
Correlation in Extensive-Form Games: Saddle-Point Formulation and Benchmarks
While Nash equilibrium in extensive-form games is well understood, very ...
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03/11/2019
Large Scale Learning of Agent Rationality in Two-Player Zero-Sum Games
With the recent advances in solving large, zero-sum extensive form games...
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05/07/2018
What game are we playing? End-to-end learning in normal and extensive form games
Although recent work in AI has made great progress in solving large, zer...
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11/21/2015