Publications
2026
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, Zhijie Deng
International Conference on Machine Learning (ICML), 2026. [Paper] | [Code]
Fast and Accurate Causal Parallel Decoding using Jacobi Forcing
Lanxiang Hu*, Siqi Kou*, Yichao Fu, Samyam Rajbhandari, Tajana Rosing, Yuxiong He, Zhijie Deng, Hao Zhang
International Conference on Machine Learning (ICML), 2026. [Paper] | [Code]
2025
Thinking with Generated Images
Ethan Chern, Zhulin Hu, Steffi Chern, Siqi Kou, Jiadi Su, Yan Ma, Zhijie Deng, Pengfei Liu
Preprint, 2025. [Paper] | [Code]
Which Data Attributes Stimulate Math and Code Reasoning? An Investigation via Influence Functions
Siqi Kou, Qingyuan Tian, Hanwen Xu, Zihao Zeng, Zhijie Deng
Conference on Neural Information Processing Systems (NeurIPS), 2025. [Paper]
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, Zhijie Deng
International Conference on Machine Learning (ICML), 2025. [Paper] | [Code]
MatryoshkaKV: Adaptive KV Compression via Trainable Orthogonal Projection
Bokai Lin, Zihao Zeng, Zipeng Xiao, Siqi Kou, …, Zhijie Deng
International Conference on Learning Representations (ICLR), 2025. [Paper]
2024
CLLMs: Consistency Large Language Models
Siqi Kou*, Lanxiang Hu*, Zhezhi He, Zhijie Deng, Hao Zhang
International Conference on Machine Learning (ICML), 2024. [Paper] | [Code]
Amortized Fourier Neural Operators
Zipeng Xiao, Siqi Kou, Zhongkai Hao, Bokai Lin, Zhijie Deng
Conference on Neural Information Processing Systems (NeurIPS), 2024. [Paper]
BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian Inference
Siqi Kou, Lei Gan, Dequan Wang, Chongxuan Li, Zhijie Deng
International Conference on Learning Representations (ICLR), 2024. [Paper] | [Code]
2023
Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption
Teng Hu, Jiangning Zhang, Liang Liu, Ran Yi, Siqi Kou, …, Lizhuang Ma
International Conference on Computer Vision (ICCV), 2023. [Paper] | [Code]