Author

Ruo-Hui Wang

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Preprint Sep 2026

Think Before You Score: Thinking Reward Model for Visual Generation

The Thinking Reward Model (TRM), a paradigm that explicitly determines what matters for each case before judging how well the candidate performs, is proposed, which formulates case-adaptive rubrics, performs rubric-guided assessment, and produces fine-grained pointwise rewards.

Xue-Yuan Bai, Zhen-Chen Tang, Yang Shi et al. · 0 citations

Preprint Sep 2026

SenseNova-U1.5: Towards Native Unified Visual Intelligence

Native unified modelling is position as a promising path towards systems that perceive, reason and create within a fully end-to-end framework through SenseNova-U1.5, an 8B-MoT native unified multimodal model that understands, reasons about, and generates visual content within an encoder-free and VAE-free architecture.

Hai-Wen Diao, Jia-Hao Wang, Chen-Jing Ding et al. · 3 citations