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Xi Xia

2 accepted papers

2026

LADY: Linear Attention for Autonomous Driving Efficiency Without Transformers

RA-L 2026

End-to-end autonomous driving has emerged as a promising paradigm. However, state-of-the-art methods rely heavily on Transformer architectures. The inherent quadratic complexity of Transformers restricts their ability to model long-range spatial and temporal dependencies, particularly on resource-co

Cited by 0SourceScholar
2025

MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation

CVPR 2025poster

Recent advancements in video generation models, such as Stable Video Diffusion, have shown promising results, but these works primarily focus on short videos, often limited to a single scene and lacking a rich storyline. These models struggle with generating long videos that involve multiple scenes,…