Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption. - Teng Hu; Jiangning Zhang; Liang Liu 007; Ran Yi; Siqi Kou; Haokun Zhu; Xu Chen 024; Yabiao Wang; Chengjie Wang; Lizhuang Ma (ICCV, 2023)

BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian Inference. - Siqi Kou; Lei Gan; Dequan Wang; Chongxuan Li; Zhijie Deng (ICLR, 2024)

CLLMs: Consistency Large Language Models. - Siqi Kou; Lanxiang Hu; Zhezhi He; Zhijie Deng; Hao Zhang (ICML, 2024)

Amortized Fourier Neural Operators. - Zipeng Xiao; Siqi Kou; Zhongkai Hao; Bokai Lin; Zhijie Deng (NeurIPS, 2024)

Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads. - Siqi Kou; Jiachun Jin; Chang Liu; Ye Ma; Jian Jia; Quan Chen 006; Peng Jiang 002; Zhijie Deng (CoRR, 2024)

MatryoshkaKV: Adaptive KV Compression via Trainable Orthogonal Projection. - Bokai Lin; Zihao Zeng; Zipeng Xiao; Siqi Kou; TianQi Hou; Xiaofeng Gao 001; Hao Zhang; Zhijie Deng (ICLR, 2025)

Which Data Attributes Stimulate Math and Code Reasoning? An Investigation via Influence Functions. - Siqi Kou; Qingyuan Tian; Hanwen Xu; Zihao Zeng; Zhijie Deng (CoRR, 2025)

Thinking with Generated Images. - Ethan Chern; Zhulin Hu; Steffi Chern; Siqi Kou; Jiadi Su; Yan Ma; Zhijie Deng; Pengfei Liu 003 (CoRR, 2025)

LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks. - Yi Yang; Jiaxuan Sun; Siqi Kou; Yihan Wang; Zhijie Deng (CoRR, 2025)