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Author

Benyuan Yang

2 papers indexed here

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Aug 2026

Multi-Scale BiMamba with Test-Time Adaptation for Motor Imagery Classification

Hybrid brain-computer interfaces combining electroencephalography and functional near-infrared spectroscopy utilize neurovascular coupling to improve decoding. Current fusion strategies rely on shallow aggregation or complex attention, which struggle to capture complex temporal dynamics and complex dependencies in long...

Ziyang Bao, Mingseng Guo, Botao Jin et al. · 0 citations
#artificial intelligence Preprint Sep 2026

GeoPAR: Large-Scale Multi-Agent Combinatorial Optimization with Geometry-Guided Parallel Autoregressive Learning

Experiments on heterogeneous vehicle routing and open multi-depot pickup-and-delivery problems show that GeoPAR improves large-scale zero-shot generalization while substantially reducing rollout steps and maintaining efficient inference.

Wenjie Wu, Zepeng Jia, Jia-Ying Tang et al. · 0 citations

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