Author

Yun Gu

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Preprint Oct 2026

Self-correction Optimization for Interleaved Multimodal Generation

Multimodal large language models (MLLMs) have made significant progress in visual understanding and generation. However, generating interleaved image--text content remains challenging, as it requires tightly integrated multimodal understanding and generation capabilities. Although existing MLLMs provide promising solut...

Xin You, Zhi-Wei Ning, Zu-Kai Chen et al. · 0 citations

Preprint Aug 2026

Towards Physics-Faithful Generation of Scientific Diagrams

Princigram shows that explicit physics-structured supervision improves the physical faithfulness of generated scientific diagrams, and curate and structurally annotate 4.3 million physics images, carry expert-level annotation, and adapt a unified multimodal backbone.

Ming-Hui Zhang, Jinxin Shi, Yi-Fan Chang et al. · 0 citations

#machine learning Preprint Sep 2026

Separating Capability from Confidence: Grounded Dual-State Calibration for GRPO-Trained Medical Vision-Language Models

DualRead builds on the insight that reliability can be read from the actor's internal states at critical moments in the answering process and improves correctness discrimination and calibration over verbalized confidence while preserving answer accuracy.

Yang-Yang Xie, Ke-Chun Hao, Jia-Qi Liu et al. · 0 citations