2026

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration
Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration

Xiaoye Zhu, Weixin Li, Junan Huo, Bozhong Wang, Jia Zeng, Yi Yang, Cen Chen, Qi Liu

ACM International Conference on Multimedia (ACM MM) 2026 CCF-A

We introduce CLARE, a clarification-aware and evolutionary 3D agent that resolves underspecified instructions through strategic dialogue before orchestrating 3D tools.

[Paper] [Code]

Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration

Xiaoye Zhu, Weixin Li, Junan Huo, Bozhong Wang, Jia Zeng, Yi Yang, Cen Chen, Qi Liu

ACM International Conference on Multimedia (ACM MM) 2026 CCF-A

We introduce CLARE, a clarification-aware and evolutionary 3D agent that resolves underspecified instructions through strategic dialogue before orchestrating 3D tools.

[Paper] [Code]

2025

Symbolic Representation for Any-to-Any Generative Tasks
Symbolic Representation for Any-to-Any Generative Tasks

Jiaqi Chen*, Xiaoye Zhu*, Yue Wang*, Tianyang Liu, Xinhui Chen, Ying Chen, Chak Tou Leong, Yifei Ke, Joseph Liu, Yiwen Yuan, Julian McAuley, Li-jia Li (* equal contribution)

IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2025 CCF-A

We propose a symbolic generative task description language and inference engine, capable of representing arbitrary multimodal tasks as symbolic flows.

[Paper] [Code]

Symbolic Representation for Any-to-Any Generative Tasks

Jiaqi Chen*, Xiaoye Zhu*, Yue Wang*, Tianyang Liu, Xinhui Chen, Ying Chen, Chak Tou Leong, Yifei Ke, Joseph Liu, Yiwen Yuan, Julian McAuley, Li-jia Li (* equal contribution)

IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2025 CCF-A

We propose a symbolic generative task description language and inference engine, capable of representing arbitrary multimodal tasks as symbolic flows.

[Paper] [Code]

2024

Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection
Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection

Jiaqi Chen*, Xiaoye Zhu*, Tianyang Liu*, Ying Chen, Xinhui Chen, Yiwen Yuan, Chak Tou Leong, Zuchao Li, Tang Long, Lei Zhang, Chenyu Yan, Guanghao Mei, Jie Zhang, Lefei Zhang (* equal contribution)

Association for the Advancement of Artificial Intelligence (AAAI) 2025 Oral CCF-A

Large Language Models (LLMs) have revolutionized text generation, making detecting machine-generated text increasingly challenging. Learn more

[Homepage] [Paper] [Code] [Demo]

Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection

Jiaqi Chen*, Xiaoye Zhu*, Tianyang Liu*, Ying Chen, Xinhui Chen, Yiwen Yuan, Chak Tou Leong, Zuchao Li, Tang Long, Lei Zhang, Chenyu Yan, Guanghao Mei, Jie Zhang, Lefei Zhang (* equal contribution)

Association for the Advancement of Artificial Intelligence (AAAI) 2025 Oral CCF-A

Large Language Models (LLMs) have revolutionized text generation, making detecting machine-generated text increasingly challenging. Learn more

[Homepage] [Paper] [Code] [Demo]