Peng Shu

Researcher, AMS, Tencent

Joined

October 2024

Names

Peng Shu (Preferred)

,

ShuPeng

,

SHUPENG

,

PengShu

,

PENGSHU

Emails

****@tencent.com (Confirmed)

Personal Links

Career & Education History

Researcher

AMS, Tencent (tencent.com)

2021 – Present

Advisors, Relations & Conflicts

Coworker

Present

Expertise

AIGC and LLM

Present

Publications

Towards Faithful Industrial RAG: A Reinforced Co-adaptation Framework for Advertising QA
wenwei li, Ming Xu, Tianle Xia, Lingxiang Hu, Yiding Sun, Linfang Shang, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang
- ACL 2026 Industry Track Oral
- Readers: Everyone
Search-P1: Path-Centric Reward Shaping for Stable and Efficient Agentic RAG Training
Tianle Xia, Ming Xu, Lingxiang Hu, Yiding Sun, wenwei li, Linfang Shang, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang
- ACL 2026 Industry Track Poster
- Readers: Everyone
$\mathcal{R}^3$: Advertisement Compliance $\mathcal{R}$ectification via Group-$\mathcal{R}$elative Experience Extractor and Curriculum $\mathcal{R}$einforcement
Yuan Chen, zhenyu hu, Mengge Xue, Cao Te, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang
- ACL 2026 Industry Track Poster
- Readers: Everyone
SSR-A: Spatial- and Semantic-Aware Instructions and Curriculum Reinforcement for Advertisement Compliant Rectification
Cao Te, Mengge Xue, zhenyu hu, Yuan Chen, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang
- ACL 2026 Industry Track Poster
- Readers: Everyone
ARGUS: Policy-Adaptive Ad Governance via Evolving Reinforcement with Adversarial Umpiring
Deyi Ji, Junyu Lu, Xuanyi Liu, Liqun Liu, Hailong Zhang, Peng Shu, Huan Yu, Jie Jiang, Tianrun Chen, Lanyun Zhu
- ACL 2026 Industry Track Poster
- Readers: Everyone
DSH-Bench: A Difficulty- and Scenario-Aware Benchmark with Hierarchical Subject Taxonomy for Subject-Driven Text-to-Image Generation
zhenyu hu, Qing Wang, Cao Te, Kuo Liao, Longfei Lu, Liqun Liu, Shuang Li, Hang Chen, Mengge Xue, Chao Deng, Peng Shu, Huan Yu, Jie Jiang
- Submitted to ICLR 2026
- Readers: Everyone
KGQA-Star:Deliberative Reasoning for Planning on Knowledge Graphs for Question Answering
Hongyi Yang, Tianyi Wang, Yun Xiong, Haoyu Zhao, Mianqiu Huang, Peng Shu, Jie Jiang, Huan Yu
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
CameraNoise: Learning Precise Camera Control with Video Diffusion in Noise Space
Haoyu Zhao, Jiaxi Gu, Haoran Chen, Qingping Zheng, Yeying Jin, Hongyi Yang, JunqiCheng, Yuang Zhang, Zenghui Lu, Huan Yu, Jie Jiang, Peng Shu, Zuxuan Wu
- Submitted to ICLR 2026
- Readers: Everyone
DSH-Bench: A Difficulty- and Scenario-Aware Benchmark with Hierarchical Subject Taxonomy for Subject-Driven Text-to-Image Generation
zhenyu hu, Qing Wang, Cao Te, Kuo Liao, Longfei Lu, Liqun Liu, Shuang Li, Hang Chen, Mengge Xue, Honglin Han, Jianan Li, Chao Deng, Peng Shu
- Submitted to NeurIPS 2025
- Readers: Everyone

Co-Authors

View all 40 co-authors