| 2026 | AAAI | Beyond Adapter Retrieval: Latent Geometry-Preserving Composition via Sparse Task Projection. | Pengfei Jin, Peng Shu, Sifan Song, Sekeun Kim, Qing Xiao, Cheng Chen, Tianming Liu, Xiang Li, Quanzheng Li |
| 2026 | AAAI | Multi-Agent VLMs Guided Self-Training with PNU Loss for Low-Resource Offensive Content Detection. | Han Wang, Deyi Ji, Junyu Lu, Lanyun Zhu, Hailong Zhang, Haiyang Wu, Liqun Liu, Peng Shu, Roy Ka-Wei Lee |
| 2026 | ACL | SSR-A: Spatial- and Semantic-Aware Instructions and Curriculum Reinforcement for Advertisement Compliant Rectification. | Te Cao, Mengge Xue, Zhenyu Hu, Yuan Chen, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang |
| 2026 | ACL | \mathcalR³: Advertisement Compliance \mathcalRectification via Group-\mathcalRelative Experience Extractor and Curriculum \mathcalReinforcement. | Yuan Chen, Zhenyu Hu, Mengge Xue, Te Cao, Liqun Liu, Peng Shu, Huan Yu, Jie Jiang |
| 2026 | ACL | 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 |
| 2026 | ACL | 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 |
| 2026 | ACL | 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 |
| 2026 | SIGIR | Decoding Multimodal Cues: Unveiling the Implicit Meaning Behind Hateful Videos. | Junyu Lu, Deyi Ji, Liqun Liu, Xiaokun Zhang, Youlin Wu, Roy Ka-Wei Lee, Peng Shu, Huan Yu, Jie Jiang, Bo Xu, Liang Yang, Hongfei Lin |
| 2025 | EMNLP | RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning. | Deyi Ji, Yuekui Yang, Liqun Liu, Peng Shu, Haiyang Wu, Shaogang Tang, Xudong Chen, Shaoping Ma, Tianrun Chen, Lanyun Zhu |
| 2025 | EMNLP | Real-time Ad Retrieval via LLM-generative Commercial Intention for Sponsored Search Advertising. | Tongtong Liu, Zhaohui Wang, Meiyue Qin, Zenghui Lu, Xudong Chen, Yuekui Yang, Peng Shu |
| 2019 | WWW | Domain-Constrained Advertising Keyword Generation. | Hao Zhou, Minlie Huang, Yishun Mao, Changlei Zhu, Peng Shu, Xiaoyan Zhu |
| 2018 | AAAI | Joint Learning of Evolving Links for Dynamic Network Embedding. | Aakas Zhiyuli, Xun Liang, Yanfang Chen, Peng Shu, Xiaoping Zhou |
| 2018 | SIGIR | CA-LSTM: Search Task Identification with Context Attention based LSTM. | Cong Du, Peng Shu, Yong Li |
| 2016 | CIKM | Skipping Word: A Character-Sequential Representation based Framework for Question Answering. | Lingxun Meng, Yan Li, Mengyi Liu, Peng Shu |
| 2016 | TrustCom | Accelerating Big Data Applications on Tiered Storage System with Various Eviction Policies. | Peng Shu, Rong Gu, Qianhao Dong, Chunfeng Yuan, Yihua Huang |
| 2013 | INFOCOM | eTime: Energy-efficient transmission between cloud and mobile devices. | Peng Shu, Fangming Liu, Hai Jin, Min Chen, Feng Wen, Yupeng Qu, Bo Li |