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Hanxuan Li

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#machine learning Preprint Oct 2026

Rethinking Sequence Compression with Test-time Regression

TTR-Compressor is evaluated as the compressor for block-wise sparse attention and the visual token merger for multimodal large language models and improves RULER performance over attention-based compressors by a large margin.

Sihan Yang, Jie Huang, Han-Xuan Li et al. · 0 citations
Preprint Aug 2026

UI-Mate: Advancing Open-Weight Foundation GUI Agents with In-Context Demonstrations

Experiments show that UI-Mate-27B sets a new open-weight state of the art on general computer-use benchmarks, substantially improving long-horizon reliability, and makes three contributions to an environment-grounded training stack with in-context demonstration learning.

Zihan Ding, Long-Xu Dou, Qixiao Gao et al. · 1 citation

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