About me

I am Yuchen Zhu (朱宇辰), a Ph.D. student at University of Science and Technology of China (USTC), jointly trained with Eastern Institute of Technology, Ningbo (EIT), advised by Prof. Wentao Zhu. Previously, I received my Master’s degree from ShanghaiTech University (2023–2026), advised by Prof. Sibei Yang, and my Bachelor’s degree from Nanjing Institute of Technology in 2022.

My research interests include Vision-Language-Action (VLA) models and Latent World Models. I am currently focusing on building embodied agents that can perceive, reason, and act in the physical world through scalable VLA systems and latent world modeling.

🔥 News

  • 2026.10:  🎉 We introduce Juno, a unified predictive-latent framework for VLA pretraining, policy learning, and test-time adaptation. [Paper] [Code]
  • 2026.07:  🎉🎉 I will join USTC as a Ph.D. student, jointly trained with EIT, Ningbo, advised by Prof. Wentao Zhu!
  • 2025.09.19:  🎉🎉 Our paper “Intervene-All-Paths: Unified Mitigation of LVLM Hallucinations across Alignment Formats” has been accepted to NeurIPS 2025!
  • 2025.07:  🎉🎉 Our paper “Sim-DETR: Unlock DETR for Temporal Sentence Grounding” has been accepted to ICCV 2025!

📝 Publications

* denotes equal contribution

Juno: Taming Predictive Latents for Vision-Language-Action Models

Yuchen Zhu, Chenyi Xu, Yulin Zhang, Gang Xu, Wentao Zhu

One action-conditioned JEPA for control-aligned pretraining, decoupled predictive reasoning, and dynamics-first test-time adaptation.

[Paper] [Project] [Code]

CVPR 2025
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Rethinking Query-based Transformer for Continual Image Segmentation

Yuchen Zhu*, Cheng Shi*, Dingyou Wang, Jiajin Tang, Zhengxuan Wei, Yu Wu, Guanbin Li, Sibei Yang

[Code]

ECCV 2024
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Plain-Det: A Plain Multi-Dataset Object Detector

Cheng Shi*, Yuchen Zhu*, Sibei Yang

[Code]

NeurIPS 2025
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Intervene-All-Paths: Unified Mitigation of LVLM Hallucinations across Alignment Formats

Jiaye Qian*, Ge Zheng*, Yuchen Zhu, Sibei Yang

ICCV 2025
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Sim-DETR: Unlock DETR for Temporal Sentence Grounding

Jiajin Tang*, Zhengxuan Wei*, Yuchen Zhu, Cheng Shi, Guanbin Li, Liang Lin, Sibei Yang

❤️ Hobbies

I’m a big ⚽ football fan and love playing. I also play guitar for fun—back in college, I was in a band with friends!