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Jiankang Deng

2 papers indexed

arxivcs.CV2026-07-10

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning

Wenxi Gao, Guanxi Lu, Didi Zhu, Hao Mark Chen, Quan Deng, Zhican Wang, et al.

Unified multimodal models (UMMs) with interleaved reasoning, which generate both textual and visual steps as part of intermediate reasoning traces, have demonstrated great potential for visual mathematical reasoning tasks. However, we identify a key insight in this paradigm: gene…

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arxivcs.CV2026-07-01

EquiSteer: Cross-Attention Steering Towards a Fairer Text-Guided Image Generation

Tatiana Gaintseva, Akshit Achara, Gregory Slabaugh, Jiankang Deng, Ismail Elezi

Text-to-image diffusion models power everyday creative tasks, but they still reproduce the demographic biases in their training data. On common prompts such as ``a photo of a nurse,'' ``a photo of a CEO'', they skew their outputs toward one gender, driven by the statistics of tra…

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