Curriculum vitae

Junyang Wang

Computer Science · Peking University

junyangwang@stu.pku.edu.cn

Research interests

My current interests center on recursive self-improvement (RSI), with an open focus across agents and models. My previous research spans multimodal models, embodied intelligence, vision-language-action systems, and navigation.

Education

Peking University

B.S. in Computer Science and Technology

Sep 2024 — Jul 2028 (expected)

Research & industry experience

Research

Dec 2025 — Sep 2026

Center on Frontiers of Computing Studies, Peking University

Undergraduate Research Assistant

Advisor: Hao Dong

Research on post-training for vision-language-action systems and language-guided navigation.

Mar 2026 — Jun 2026

Wangxuan Institute of Computer Technology, Peking University

Research Rotation

Advisor: Yang Liu

Research on spatio-temporal video grounding through multi-agent debate.

Industry

Jun 2026 — Sep 2026

JD Technology

Embodied AI Algorithm Engineering Intern

Worked on long-horizon task data, chain-of-thought synthesis, distributed SFT/RL post-training with Qwen-VL models, evaluation, and failure analysis.

Nov 2025 — Mar 2026

Ubiquant Innovation

AI Agent Engineering Intern

Contributed to Framía and One, building capabilities for content understanding, page generation, visual layout, research, and complex office tasks.

Papers

AAAI 2027Under review

ASCRIBE: Retrospective Responsibility Routing Post-Training for Hierarchical VLA System

Yuxing Long*, Junyang Wang*, Bin Cheng, Lei Kang, Xionghao Wu, Ziyan Yu, Enjin Zhou, Junhan Wang, Jiyao Zhang, Hao Dong†

NeurIPS 2026

One Scan is Enough: Demonstration-Free Adaptation for Language-Guided Navigation

Zhuoyuan Yu*, Yuxing Long*, Du Wang*, Junyang Wang, Hongwei Fan, Hao Dong†

ICLR 2027Under review

DualFuture: Event-Triggered Dual-Future Residual Correction for Vision-Language-Action Policy

Yuxing Long*, Ziyan Yu*, Bin Cheng*, Junyang Wang, Lei Kang, Hao Dong†

AAAI 2027Under review

VERDICT: Unleashing Cross-Method Complementarity for Spatio-Temporal Video Grounding through Debate

Tao Shen, Minghang Zheng, Junyang Wang, Jingli Wei, Hong-Yi Yang, Yang Liu†

* Equal contribution. † Corresponding author.

Selected projects

CritPT-RL

July 2026

An end-to-end GRPO post-training and evaluation pipeline for scientific coding tasks, with synthetic data, reward functions, and executable verifiers.

README-AI

February–May 2026

An AI paper reader for translating, discussing, and annotating research papers, with contextual figure explanations and related-work search.

Community

PLib · Core Organizer

Aug 2025 — Present

Help organize P-Talk events and develop P-Lib, a course notes and resources platform with more than 5,000 registered users.

Technical experience

Training & evaluation
Python, PyTorch, VLM/VLA supervised fine-tuning, GRPO/RL, reward design, model evaluation
Data & applications
Multimodal data cleaning, data synthesis, retrieval-augmented generation, agent workflows