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Author

Naoto Yokoya

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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
#natural language process... Preprint Sep 2026

DenMark: Robust Semantic Watermarking for Diffusion Language Models

DenMark is proposed, a semantic watermarking framework that injects key-dependent signals directly into the DLM denoising process and achieves the best results across all reported detection metrics in all 48 backbone-dataset-attack combinations.

Tian-Hao Ma, Weihao Xuan, Dong-Dong Wu et al. · 1 citation
Preprint Jul 2026

Evaluating Multi-Turn Multimodal Diagnostic Reasoning on Challenging Real-World Clinical Cases

Clinical diagnostic evaluation should not only assess whether models can provide correct diagnoses, but also reflect the realities of clinical practice, including progressive disclosure of multimodal information, dynamic updating of diagnostic hypotheses, and continuous refinement of clinical reasoning. However, existi...

Rui Yang, Weihao Xuan, Yi Lin et al. · 0 citations

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