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02/07/2023
Population-size-Aware Policy Optimization for Mean-Field Games
In this work, we attempt to bridge the two fields of finite-agent and in...
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07/12/2022
Offline Equilibrium Finding
Offline reinforcement learning (Offline RL) is an emerging field that ha...
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04/11/2022
A Unified Perspective on Deep Equilibrium Finding
Extensive-form games provide a versatile framework for modeling interact...
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06/02/2021
Solving Large-Scale Extensive-Form Network Security Games via Neural Fictitious Self-Play
Securing networked infrastructures is important in the real world. The p...
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05/18/2021
CFR-MIX: Solving Imperfect Information Extensive-Form Games with Combinatorial Action Space
In many real-world scenarios, a team of agents coordinate with each othe...
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05/01/2020
Enriching Documents with Compact, Representative, Relevant Knowledge Graphs
A prominent application of knowledge graph (KG) is document enrichment. ...
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02/24/2020
Relaxing Relationship Queries on Graph Data
In many domains we have witnessed the need to search a large entity-rela...
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07/02/2019