| 2026 | ACL | VEG: Verbal ε-greedy for Semantic Exploration in Multi-Turn RL Agents. | Yongchang Hao, Jie Hao, Yongsheng Mei, Ze Ye, Junyi Chai, Bin Guo, Benjamin Z. Yao, Chenlei Guo, Lili Mou |
| 2026 | ACL | Analyzing and Internalizing Complex Policy Documents for LLM Agents. | Jiateng Liu, Zhenhailong Wang, Xiaojiang Huang, Yingjie Li, Xiang Li, Chenlei Guo, Xing Fan, Ruhi Sarikaya, Heng Ji |
| 2024 | ICLR | MEND: Meta Demonstration Distillation for Efficient and Effective In-Context Learning. | Yichuan Li, Xiyao Ma, Sixing Lu, Kyumin Lee, Xiaohu Liu, Chenlei Guo |
| 2023 | EMNLP | Improving Contextual Query Rewrite for Conversational AI Agents through User-preference Feedback Learning. | Zhongkai Sun, Yingxue Zhou, Jie Hao, Xing Fan, Yanbin Lu, Chengyuan Ma, Wei Shen, Chenlei Guo |
| 2023 | EMNLP | CL-QR: Cross-Lingual Enhanced Query Reformulation for Multi-lingual Conversational AI Agents. | Zhongkai Sun, Zhengyang Zhao, Sixing Lu, Chengyuan Ma, Xiaohu Liu, Xing Fan, Wei Shen, Chenlei Guo |
| 2023 | ICASSP | KG-ECO: Knowledge Graph Enhanced Entity Correction For Query Rewriting. | Jinglun Cai, Mingda Li, Ziyan Jiang, Eunah Cho, Zheng Chen, Yang Liu, Xing Fan, Chenlei Guo |
| 2023 | ICASSP | Clicker: Attention-Based Cross-Lingual Commonsense Knowledge Transfer. | Ruolin Su, Zhongkai Sun, Sixing Lu, Chengyuan Ma, Chenlei Guo |
| 2023 | SIGIR | PersonalTM: Transformer Memory for Personalized Retrieval. | Ruixue Lian, Sixing Lu, Clint Solomon, Gustavo Aguilar, Pragaash Ponnusamy, Jialong Han, Chengyuan Ma, Chenlei Guo |
| 2022 | COLING | Joint Goal Segmentation and Goal Success Prediction on Multi-Domain Conversations. | Meiguo Wang, Benjamin Z. Yao, Bin Guo, Xiaohu Liu, Yu Zhang, Tuan-Hung Pham, Chenlei Guo |
| 2022 | EMNLP | PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems. | Daniel Bis, Saurabh Gupta, Jie Hao, Xing Fan, Chenlei Guo |
| 2022 | EMNLP | CGF: Constrained Generation Framework for Query Rewriting in Conversational AI. | Jie Hao, Yang Liu, Xing Fan, Saurabh Gupta, Saleh Soltan, Rakesh Chada, Pradeep Natarajan, Chenlei Guo, Gkhan Tr |
| 2022 | EMNLP | PENTATRON: PErsonalized coNText-Aware Transformer for Retrieval-based cOnversational uNderstanding. | Uma-Naresh Niranjan, Ziyan Jiang, Ankit Ankit, Sungjin Lee, Jie Hao, Xing Fan, Chenlei Guo |
| 2022 | ICASSP | Incremental User Embedding Modeling for Personalized Text Classification. | Ruixue Lian, Che-Wei Huang, Yuqing Tang, Qilong Gu, Chengyuan Ma, Chenlei Guo |
| 2022 | NAACL | Overcoming Catastrophic Forgetting During Domain Adaptation of Seq2seq Language Generation. | Dingcheng Li, Zheng Chen, Eunah Cho, Jie Hao, Xiaohu Liu, Fan Xing, Chenlei Guo, Yang Liu |
| 2022 | NAACL | Self-Aware Feedback-Based Self-Learning in Large-Scale Conversational AI. | Pragaash Ponnusamy, Clint Solomon Mathialagan, Gustavo Aguilar, Chengyuan Ma, Chenlei Guo |
| 2021 | EMNLP | Learning to Selectively Learn for Weakly-supervised Paraphrase Generation. | Kaize Ding, Dingcheng Li, Alexander Hanbo Li, Xing Fan, Chenlei Guo, Yang Liu, Huan Liu |
| 2021 | EMNLP | Contextual Rephrase Detection for Reducing Friction in Dialogue Systems. | Zhuoyi Wang, Saurabh Gupta, Jie Hao, Xing Fan, Dingcheng Li, Alexander Hanbo Li, Chenlei Guo |
| 2021 | ICASSP | Graph Enhanced Query Rewriting for Spoken Language Understanding System. | Siyang Yuan, Saurabh Gupta, Xing Fan, Derek Liu, Yang Liu, Chenlei Guo |
| 2020 | AAAI | Knowledge Distillation from Internal Representations. | Gustavo Aguilar, Yuan Ling, Yu Zhang, Benjamin Z. Yao, Xing Fan, Chenlei Guo |
| 2020 | AAAI | Feedback-Based Self-Learning in Large-Scale Conversational AI Agents. | Pragaash Ponnusamy, Alireza Roshan Ghias, Chenlei Guo, Ruhi Sarikaya |
| 2020 | KDD | IQ-Net: A DNN Model for Estimating Interaction-level Dialogue Quality with Conversational Agents. | Yuan Ling, Benjamin Z. Yao, Guneet Singh Kohli, Tuan-Hung Pham, Chenlei Guo |
| 2008 | CVPR | Spatio-temporal Saliency detection using phase spectrum of quaternion fourier transform. | Chenlei Guo, Qi Ma, Liming Zhang |
| 2007 | IJCNN | An Attention Selection Model with Visual Memory and Online Learning. | Chenlei Guo, Liming Zhang |
| 2007 | ISNN | Attention Selection with Self-supervised Competition Neural Network and Its Applications in Robot. | Chenlei Guo, Liming Zhang |
| 2006 | ISNN | An Attention Selection System Based on Neural Network and Its Application in Tracking Objects. | Chenlei Guo, Liming Zhang |