Search Results for author: Weiran Cai

Found 5 papers, 1 papers with code

Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting

no code implementations6 May 2024 Nannan Bian, Minhong Zhu, Li Chen, Weiran Cai

Deep learning methods have been exerting their strengths in long-term time series forecasting.

Optimal coordination in Minority Game: A solution from reinforcement learning

no code implementations20 Dec 2023 Guozhong Zheng, Weiran Cai, Guanxiao Qi, Jiqiang Zhang, Li Chen

We reveal that the population is able to reach the optimal allocation when individuals appreciate both the past experience and rewards in the future, and they are able to balance the exploitation of their Q-tables and the exploration by randomly acting.

Q-Learning reinforcement-learning

Hybrid Focal and Full-Range Attention Based Graph Transformers

no code implementations8 Nov 2023 Minhong Zhu, Zhenhao Zhao, Weiran Cai

The core component of FFGT is a new mechanism of compound attention, which combines the conventional full-range attention with K-hop focal attention on ego-nets to aggregate both global and local information.

Decoding trust: A reinforcement learning perspective

no code implementations26 Sep 2023 Guozhong Zheng, Jiqiang Zhang, Jing Zhang, Weiran Cai, Li Chen

In the pairwise scenario, we reveal that high levels of trust and trustworthiness emerge when individuals appreciate both their historical experience and returns in the future.

Decision Making Q-Learning +1

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