LatentUM: Unleashing the Potential of Interleaved Cross-Modal Reasoning via a Latent-Space Unified Model

Jiachun Jin, Zetong Zhou, Xiao Yang, Hao Zhang, Pengfei Liu, Jun Zhu and Zhijie Deng

Advances in Neural Information Processing Systems (NeurIPS), 2026.

Oral Presentation [112 / 30709, Top 0.36%]

arXiv code

Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders

Siqi Kou*, Jiachun Jin*, Zetong Zhou*, Ye Ma, Yugang Wang, Quan Chen, Peng Jiang, Xiao Yang, Jun Zhu, Kai Yu, and Zhijie Deng

International Conference on Machine Learning (ICML), 2026.

arXiv code

Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

Xu Wang, Chenkai Xu, Yijie Jin, Jiachun Jin, Hao Zhang, Kai Yu, and Zhijie Deng

International Conference on Learning Representations (ICLR), 2026.

arXiv code

Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads

Siqi Kou, Jiachun Jin, Zhihong Liu, Chang Liu, Ye Ma, Jian Jia, Quan Chen, Peng Jiang, and Zhijie Deng.

International Conference on Machine Learning (ICML), 2025.

arXiv code

Grouped Multi-Task Learning with Hidden Tasks Enhancement

Jiachun Jin, Jiankun Wang, Lu Sun, Jie Zheng and Mineichi Kudo

European Conference on Artificial Intelligence (ECAI), 2023.

PDF Slides code