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Zi-Xuan Lan

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#natural language process... Preprint Aug 2026

Reduced Matrix Multiplication: Input-Adaptive Matrix-Product Reduction for LLM Inference

Reduced Matrix Multiplication is proposed, a training-free, input-adaptive inference method that reduces Transformer matrix products by selecting informative slices along their contraction dimensions, without modifying model weights, and it is shown that the same principle extends to multimodal vision-language inference.

Zi-Xuan Lan, Yanhong Li, Jiawei Zhou · 0 citations

Review Aug 2026

SABRE: Scalable and Automated Benchmarking of VLMs under Stress

SABRE is established as a reusable framework for constructing and refreshing VLM stress tests rather than a single fixed benchmark, and the results establish SABRE as a reusable framework for constructing and refreshing VLM stress tests rather than a single fixed benchmark.

Zi-Xuan Lan, Luzhe Sun, Matthew R. Walter et al. · 0 citations