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Aoyang Qin

2 accepted papers

2024

AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making

NeurIPS 2024poster

Traditional interactive environments limit agents' intelligence growth with fixed tasks. Recently, single-agent environments address this by generating new tasks based on agent actions, enhancing task diversity. We consider the decision-making problem in multi-agent settings, where tasks are further…

2023

Learning non-Markovian Decision-Making from State-only Sequences

NeurIPS 2023poster

Conventional imitation learning assumes access to the actions of demonstrators, but these motor signals are often non-observable in naturalistic settings. Additionally, sequential decision-making behaviors in these settings can deviate from the assumptions of a standard Markov Decision Process (MDP)…

Cited by 9SourcePDFScholar