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cs.CV2025
Neighbor-Aware Token Reduction via Hilbert Curve for Vision Transformers
Yunge Li, Lanyu Xu
Vision Transformers (ViTs) have achieved remarkable success in visual recognition tasks, but redundant token representations limit their computational efficiency. Existing token me…
cs.RO2025
A Multi-Agent LLM Framework for Design Space Exploration in Autonomous Driving Systems
Po-An Shih, Shao-Hua Wang, Yung-Che Li +2
Designing autonomous driving systems requires efficient exploration of large hardware/software configuration spaces under diverse environmental conditions, e.g., with varying traff…
cs.CV2025
Hilbert-Guided Sparse Local Attention
Yunge Li, Lanyu Xu
The quadratic compute and memory costs of global self-attention severely limit its use in high-resolution images. Local attention reduces complexity by restricting attention to nei…