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Zhijie Zheng (郑志杰)
I am a junior undergraduate student at Beihang University (BUAA), supervised by Prof. Lu Sheng. I am currently a research intern at Shanghai AI Lab, advised by Prof. Jing Shao.
My research focuses on incorporating human priors into AI systems to make them more reliable and efficient. I am particularly interested in reinforcement learning and multimodal reasoning.
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Google Scholar /
Github
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News
- [2026.02] 🎉 One paper accepted by CVPR 2026!
- [2026.01] 🎉 One paper accepted by ICLR 2026!
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Selected Publications
(*, †, ‡ indicates equal contributions, corresponding author, and co-leads, respectively.)
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AgentDoG-Step: Learning Step-Level Guardrails for LLM Agents
Zhijie Zheng*,
Yu Li*,
Chen Qian,
Yuqian Fu,
Yanwei Fu,
Lu Sheng,
Jing Shao,
Dongrui Liu†
Under Review, 2026
project page
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code
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paper coming soon
A 4B step-level guard for pre-execution safety checks and trajectory auditing, trained with StepGen and Balance-GRPO.
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When AI Agents Collude Online: Financial Fraud Risks by Collaborative LLM Agents on Social Platforms
Qibing Ren*,
Zhijie Zheng*,
Jiaxuan Guo, Junchi Yan, Lizhuang Ma†, Jing Shao†
ICLR, 2026
arXiv
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code
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project page
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机器之心
First benchmark modeling the full lifecycle of multi-agent financial fraud and collusion on social platforms.
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Geometrically-Constrained Agent for Spatial Reasoning
Zeren Chen*,
Xiaoya Lu*,
Zhijie Zheng,
Pengrui Li, Lehan He, Yijin Zhou,
Jing Shao, Bohan Zhuang†, Lu Sheng†
CVPR, 2026
arXiv
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code
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project page
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机器之心
A general-purpose, training-free agentic framework for spatial reasoning that bridges the semantic-to-geometric gap in VLMs.
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Technical Reports (Teamwork)
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