Search Results for author: Junqi Wang

Found 6 papers, 1 papers with code

CivRealm: A Learning and Reasoning Odyssey in Civilization for Decision-Making Agents

1 code implementation19 Jan 2024 Siyuan Qi, Shuo Chen, Yexin Li, Xiangyu Kong, Junqi Wang, Bangcheng Yang, Pring Wong, Yifan Zhong, Xiaoyuan Zhang, Zhaowei Zhang, Nian Liu, Wei Wang, Yaodong Yang, Song-Chun Zhu

Within CivRealm, we provide interfaces for two typical agent types: tensor-based agents that focus on learning, and language-based agents that emphasize reasoning.

Decision Making

Exploring General Intelligence via Gated Graph Transformer in Functional Connectivity Studies

no code implementations18 Jan 2024 Gang Qu, Anton Orlichenko, Junqi Wang, Gemeng Zhang, Li Xiao, Aiying Zhang, Zhengming Ding, Yu-Ping Wang

Functional connectivity (FC) as derived from fMRI has emerged as a pivotal tool in elucidating the intricacies of various psychiatric disorders and delineating the neural pathways that underpin cognitive and behavioral dynamics inherent to the human brain.

Efficient Discretizations of Optimal Transport

no code implementations16 Feb 2021 Junqi Wang, Pei Wang, Patrick Shafto

Obtaining solutions to Optimal Transportation (OT) problems is typically intractable when the marginal spaces are continuous.

Distributionally-Constrained Policy Optimization via Unbalanced Optimal Transport

no code implementations15 Feb 2021 Arash Givchi, Pei Wang, Junqi Wang, Patrick Shafto

We consider constrained policy optimization in Reinforcement Learning, where the constraints are in form of marginals on state visitations and global action executions.

reinforcement-learning Reinforcement Learning (RL)

Sequential Cooperative Bayesian Inference

no code implementations ICML 2020 Junqi Wang, Pei Wang, Patrick Shafto

We seek foundational theoretical results for cooperative inference by Bayesian agents through sequential data.

Bayesian Inference

A mathematical theory of cooperative communication

no code implementations NeurIPS 2020 Pei Wang, Junqi Wang, Pushpi Paranamana, Patrick Shafto

Cooperative communication plays a central role in theories of human cognition, language, development, culture, and human-robot interaction.

Cultural Vocal Bursts Intensity Prediction

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