Author

Yao Zhang

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Preprint Sep 2026

ReSight-SMC: Two-Stage Power Sampling via Island SMC with Visual Scouts

Power sampling has emerged as a training-free approach to LLM reasoning, eliciting capabilities comparable to reinforcement learning by sharpening the model distribution over complete responses. Despite this success, power sampling remains underexplored in large vision-language models (LVLMs). We transfer Power-SMC to...

Yao Zhang, Xiang-Yu Qiu, Jun-Yi Hu et al. · 0 citations

Review Sep 2026

The Earth in One Gaze: Training-Free Active Focus for UHR Remote Sensing Understanding

Multimodal large language models (MLLMs) must balance local detail against scene context when interpreting ultra-high-resolution (UHR) remote sensing (RS) imagery within a limited visual-input budget. Existing selection-based methods either prune tokens and select patches through relevance scoring, or crop actively thr...

Yao Zhang, Peng-Yu Dai, Wei Guo et al. · 0 citations