Siqi Kou

According to our database, Siqi Kou authored at least 12 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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

CoRR, January, 2026

2025

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

CoRR, December, 2025

LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks.

Yi Yang, Jiaxuan Sun, Siqi Kou, Yihan Wang, Zhijie Deng

CoRR, June, 2025

Thinking with Generated Images.

Ethan Chern, Zhulin Hu, Steffi Chern, Siqi Kou, Jiadi Su, Yan Ma, Zhijie Deng, Pengfei Liu

CoRR, May, 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, May, 2025

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

Proceedings of the Forty-second International Conference on Machine Learning, 2025

MatryoshkaKV: Adaptive KV Compression via Trainable Orthogonal Projection.

Bokai Lin, Zihao Zeng, Zipeng Xiao, Siqi Kou, TianQi Hou, Xiaofeng Gao, Hao Zhang, Zhijie Deng

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

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

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

CoRR, 2024

Amortized Fourier Neural Operators.

Zipeng Xiao, Siqi Kou, Zhongkai Hao, Bokai Lin, Zhijie Deng

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

CLLMs: Consistency Large Language Models.

Siqi Kou, Lanxiang Hu, Zhezhi He, Zhijie Deng, Hao Zhang

Proceedings of the Forty-first International Conference on Machine Learning, 2024

BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian Inference.

Siqi Kou, Lei Gan, Dequan Wang, Chongxuan Li, Zhijie Deng

Proceedings of the Twelfth International Conference on Learning Representations, 2024

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, Haokun Zhu, Xu Chen, Yabiao Wang, Chengjie Wang, Lizhuang Ma

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023