| 2026 | AAAI | ALTER: Asymmetric LoRA for Token-Entropy-Guided Unlearning of LLMs. | Xunlei Chen, Jinyu Guo, Yuang Li, Zhaokun Wang, Yi Gong, Jie Zou, Jiwei Wei, Wenhong Tian |
| 2026 | AAAI | MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation. | Qian Liang, Yujia Wu, Kuncheng Li, Jiwei Wei, Shiyuan He, Jinyu Guo, Ning Xie |
| 2026 | AAAI | Learning Adaptive and Expandable Mixture Model for Continual Learning. | Fei Ye, YongCheng Zhong, Qihe Liu, Adrian G. Bors, Jingling Sun, Jinyu Guo, Shijie Zhou |
| 2026 | ACL | AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse. | Jie Ou, Jinyu Guo, Shiyao Guo, Yuang Li, Ruiqi Wu, Zhaokun Wang, Wenyi Li, Wenhong Tian |
| 2026 | ACL | X-Router: Decoupling Knowledge and Reasoning for Cost-Effective LLM Inference. | Zixuan Wang, Yinze Ding, Zihan Wang, Jinyu Guo, Zhenhong Zhou, Junhao Dong, Chaomeng Chen |
| 2026 | ACL | CAP: Controllable Alignment Prompting for Unlearning in LLMs. | Zhaokun Wang, Jinyu Guo, Jingwen Pu, Hongli Pu, Meng Yang, Xunlei Chen, Jie Ou, Wenyi Li, Guangchun Luo, Wenhong Tian |
| 2026 | SIGIR | Beyond the Single Path: Divergent Reasoning for LLM-based Recommendation. | Guojia An, Jie Zou, Yuhan Yang, Shuai Qin, Weikang Guo, Jinyu Guo, Yang Yang |
| 2025 | ACL | HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation. | Jinyu Guo, Xunlei Chen, Qiyang Xia, Zhaokun Wang, Jie Ou, Libo Qin, Shunyu Yao, Wenhong Tian |
| 2025 | ACL | Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps. | Jie Ou, Jinyu Guo, Shuaihong Jiang, Zhaokun Wang, Libo Qin, Shunyu Yao, Wenhong Tian |
| 2025 | IJCNN | A Neural Network-Based Pipeline Parallel Strategy Solver for Heterogeneous Environments. | Jie Ou, Jinyu Guo, Yueming Chen, Shuaihong Jiang, Ruini Xue, Wenhong Tian |
| 2025 | IJCNN | Low-Rank Decomposition Assisted Quantization and Inference Compensation for Quality Large Language Model Inference. | Jie Ou, Jinyu Guo, Shuaihong Jiang, Zhaokun Wang, Yueming Chen, Ruini Xue, Wenhong Tian |
| 2024 | ACL | Thinking about how to extract: Energizing LLMs' emergence capabilities for document-level event argument extraction. | Kai Shuang, Zhouji Zhouji, Qiwei Wang, Jinyu Guo |
| 2024 | ACL | Scented-EAE: Stage-Customized Entity Type Embedding for Event Argument Extraction. | Yu Yang, Jinyu Guo, Kai Shuang, Chenrui Mao |
| 2023 | AAAI | Learning to Imagine: Distillation-Based Interactive Context Exploitation for Dialogue State Tracking. | Jinyu Guo, Kai Shuang, Kaihang Zhang, Yixuan Liu, Jijie Li, Zihan Wang |
| 2023 | ACL | What Is Overlap Knowledge in Event Argument Extraction? APE: A Cross-datasets Transfer Learning Model for EAE. | Kaihang Zhang, Kai Shuang, Xinyue Yang, Xuyang Yao, Jinyu Guo |
| 2022 | ACL | Beyond the Granularity: Multi-Perspective Dialogue Collaborative Selection for Dialogue State Tracking. | Jinyu Guo, Kai Shuang, Jijie Li, Zihan Wang, Yixuan Liu |
| 2022 | HCI | The Synergistic Effect of Sales Discount and Mobile Advertising: How KOL Influence Online Education Community Purchases. | Jiao Ge, Jinyu Guo |
| 2021 | ACL | Dual Slot Selector via Local Reliability Verification for Dialogue State Tracking. | Jinyu Guo, Kai Shuang, Jijie Li, Zihan Wang |