Fanqi Shen

2 accepted papers

2026

Assembling the Mind's Mosaic: Towards EEG Semantic Intent Decoding

Jiahe Li, Fanqi Shen, Jialan Yang, Junru Chen, Jada Li, Zhizhang Yuan +3

ICLR 2026poster

Enabling natural communication through brain–computer interfaces (BCIs) remains one of the most profound challenges in neuroscience and neurotechnology. While existing frameworks offer partial solutions, they are constrained by oversimplified semantic representations and a lack of interpretability.…

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2026

Multi-timescale Reinforcement Learning by Value Reconstruction

Zhan Su, Peixi Peng, Xinyu Hu, Cong Li, Yisen Zhao, Zhuojian Li +2

ICML 2026poster

Most reinforcement learning (RL) baselines maximize future cumulative rewards with a fixed single discount factor, which limits their performance in complex sequential decision-making tasks due to a failure to balance short-term objectives and long-term planning. To address this issue, this paper fo…

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