| 2026 | ACL | Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback. | Yiyuan Yang, Zichuan Liu, Lei Song, Kai Ying, Stephen Wang, Joshua Thomas Bamford, Svitlana Vyetrenko, Jiang Bian, Qingsong Wen |
| 2026 | COMPSAC | RealMeCV Writer: A RAG-Enhanced Agentic Framework for Personalized and Reflective CV Generation. | Lei Song, Gang Wu, Elizabeth Morris, Hamid Sharifzadeh, Farnaz Mehr |
| 2025 | AAAI | HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks. | Jia Jinghong, Lei Song, Jiaxing Li, Youyong Kong |
| 2025 | AAAI | Exploring Rationale Learning for Continual Graph Learning. | Lei Song, Jiaxing Li, Qinghua Si, Shihan Guan, Youyong Kong |
| 2025 | ACL | OMGM: Orchestrate Multiple Granularities and Modalities for Efficient Multimodal Retrieval. | Wei Yang, Jingjing Fu, Rui Wang, Jinyu Wang, Lei Song, Jiang Bian |
| 2025 | ACL | Learning to Select In-Context Demonstration Preferred by Large Language Model. | Zheng Zhang, Shaocheng Lan, Lei Song, Jiang Bian, Yexin Li, Kan Ren |
| 2025 | ICASSP | M | Binhao Gu, Lei Song, Youyong Kong, Binjie Gu |
| 2025 | ICLR | Efficient Discovery of Pareto Front for Multi-Objective Reinforcement Learning. | Ruohong Liu, Yuxin Pan, Linjie Xu, Lei Song, Pengcheng You, Yize Chen, Jiang Bian |
| 2025 | ICML | From Complex to Atomic: Enhancing Augmented Generation via Knowledge-Aware Dual Rewriting and Reasoning. | Jinyu Wang, Jingjing Fu, Rui Wang, Lei Song, Jiang Bian |
| 2025 | ICML | Unveiling Markov heads in Pretrained Language Models for Offline Reinforcement Learning. | Wenhao Zhao, Qiushui Xu, Linjie Xu, Lei Song, Jinyu Wang, Chunlai Zhou, Jiang Bian |
| 2025 | IJCAI | Reinforced In-Context Black-Box Optimization. | Lei Song, Chen-Xiao Gao, Ke Xue, Chenyang Wu, Dong Li, Jianye Hao, Zongzhang Zhang, Chao Qian |
| 2025 | IJCNLP | Chain of Functions: A Programmatic Pipeline for Fine-Grained Chart Reasoning Data Generation. | Zijian Li, Jingjing Fu, Lei Song, Jiang Bian, Jun Zhang, Rui Wang |
| 2025 | NAACL | Graph Neural Network Enhanced Retrieval for Question Answering of Large Language Models. | Zijian Li, Qingyan Guo, Jiawei Shao, Lei Song, Jiang Bian, Jun Zhang, Rui Wang |
| 2025 | SMC | Lightweight and Tamper-Resilient Data Aggregation through Reversible Watermarking and Homomorphic Encryption. | Lei Song, Leyi Shi, Xiuli Ren, Xiaoguang Li |
| 2025 | SIGCOMM | DNSLogzip: A Novel Approach to Fast and High-Ratio Compression for DNS Logs. | Yunwei Dai, Guyue Liu, Tao Huang, Shuo Wang, Yong Wang, Xingli Wu, Lei Song, Heshun Li, Chuang Wang, Fanglong Hu, Hong Sun, Yanan Li |
| 2024 | AAAI | Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density Estimation. | Xiaobin Huang, Lei Song, Ke Xue, Chao Qian |
| 2024 | ACL | Hard Prompts Made Interpretable: Sparse Entropy Regularization for Prompt Tuning with RL. | Yunseon Choi, Sangmin Bae, Seonghyun Ban, Minchan Jeong, Chuheng Zhang, Lei Song, Li Zhao, Jiang Bian, Kee-Eung Kim |
| 2024 | CSCWD | A fine-tuning framework for cross-domain RUL prediction based on relevant health indicators. | Junrong Du, Zimeng Fan, Lei Song, Xuanang Gui, Lili Guo, Xuzhi Li |
| 2024 | ICLR | Whittle Index with Multiple Actions and State Constraint for Inventory Management. | Chuheng Zhang, Xiangsen Wang, Wei Jiang, Xianliang Yang, Siwei Wang, Lei Song, Jiang Bian |
| 2024 | ICML | TimeX++: Learning Time-Series Explanations with Information Bottleneck. | Zichuan Liu, Tianchun Wang, Jimeng Shi, Xu Zheng, Zhuomin Chen, Lei Song, Wenqian Dong, Jayantha Obeysekera, Farhad Shirani, Dongsheng Luo |
| 2024 | ICML | Position: Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems. | Yifan Xia, Xianliang Yang, Zichuan Liu, Zhihao Liu, Lei Song, Jiang Bian |
| 2024 | IJCAI | Diversification of Adaptive Policy for Effective Offline Reinforcement Learning. | Yunseon Choi, Li Zhao, Chuheng Zhang, Lei Song, Jiang Bian, Kee-Eung Kim |
| 2024 | SMC | Online Anomaly Detection for Streaming Data in the Presence of Missing Values. | Xinyao Xu, Mengna Liu, Xu Cheng, Lei Song, Jianhua Zhang |
| 2023 | AAAI | Pointerformer: Deep Reinforced Multi-Pointer Transformer for the Traveling Salesman Problem. | Yan Jin, Yuandong Ding, Xuanhao Pan, Kun He, Li Zhao, Tao Qin, Lei Song, Jiang Bian |
| 2023 | AAAI | H-TSP: Hierarchically Solving the Large-Scale Traveling Salesman Problem. | Xuanhao Pan, Yan Jin, Yuandong Ding, Mingxiao Feng, Li Zhao, Lei Song, Jiang Bian |
| 2023 | ICML | Robust Situational Reinforcement Learning in Face of Context Disturbances. | Jinpeng Zhang, Yufeng Zheng, Chuheng Zhang, Li Zhao, Lei Song, Yuan Zhou, Jiang Bian |
| 2023 | ICONIP | Leveraging Hierarchical Similarities for Contrastive Clustering. | Yuanshu Li, Yubin Xiao, Xuan Wu, Lei Song, Yanchun Liang, You Zhou |
| 2022 | ICDM | TD3 with Reverse KL Regularizer for Offline Reinforcement Learning from Mixed Datasets. | Yuanying Cai, Chuheng Zhang, Li Zhao, Wei Shen, Xuyun Zhang, Lei Song, Jiang Bian, Tao Qin, Tieyan Liu |
| 2021 | ICIP | Margin Loss Based On Adaptive Metric For Image Recognition. | Zhihong Liu, Lei Song, Xiaowan Hu, Haoqian Wang |
| 2020 | ICARCV | Pilot Misoperation Control Based on L1 Adaptation and INDI Methods. | Jin Wan, Dan Huang, Lei Song, Lu Ding, Shan Fu |
| 2020 | QRS | Smart Scenic Area Construction Framework for Meeting Demands of Multiple Interests Based on Global Tourism Architecture: An Approach to Educating Smart Scenic Area Construction Framework. | Lei Song, Sirirat Petsangsri |
| 2020 | SIGCSE | Future-Proofing Kiwi Kids Through the Use of Digital Technology. | Veronica Liesaputra, Guillermo Ramrez-Prado, Bashar Barmada, Lei Song |
| 2019 | MICCAI | Dense-Residual Attention Network for Skin Lesion Segmentation. | Lei Song, Jianzhe Lin, Z. Jane Wang, Haoqian Wang |
| 2018 | IJCAI | Model Checking Probabilistic Epistemic Logic for Probabilistic Multiagent Systems. | Chen Fu, Andrea Turrini, Xiaowei Huang, Lei Song, Yuan Feng, Lijun Zhang |
| 2018 | IWQoS | Device-Agnostic Log Anomaly Classification with Partial Labels. | Weibin Meng, Ying Liu, Shenglin Zhang, Dan Pei, Hui Dong, Lei Song, Xulong Luo |
| 2018 | SIGMETRICS | PreFix: Switch Failure Prediction in Datacenter Networks. | Shenglin Zhang, Ying Liu, Weibin Meng, Zhiling Luo, Jiahao Bu, Sen Yang, Peixian Liang, Dan Pei, Jun Xu, Yuzhi Zhang, Yu Chen, Hui Dong, Xianping Qu, Lei Song |
| 2017 | ICCCN | LazyAS: Client-Transparent Access Selection in Dual-Band WiFi. | Jun Zhang, Guangxing Zhang, Qinghua Wu, Lei Song, Gaogang Xie |
| 2017 | IWQoS | Syslog processing for switch failure diagnosis and prediction in datacenter networks. | Shenglin Zhang, Weibin Meng, Jiahao Bu, Sen Yang, Ying Liu, Dan Pei, Jun Xu, Yu Chen, Hui Dong, Xianping Qu, Lei Song |
| 2016 | CAV | The Commutativity Problem of the MapReduce Framework: A Transducer-Based Approach. | Yu-Fang Chen, Lei Song, Zhilin Wu |
| 2016 | ICNC | Solving bi-objective unconstrained binary quadratic programming problem with multi-objective path relinking algorithm. | Lei Song, Rong-Qiang Zeng, Yang Wang, Mingsheng Shang |
| 2016 | LATA | Compositional Bisimulation Minimization for Interval Markov Decision Processes. | Vahid Hashemi, Holger Hermanns, Lei Song, K. Subramani, Andrea Turrini, Piotr Wojciechowski |
| 2016 | VTC | Scheduling and Transmission Point Selection Methods for Space Division Full Duplex Systems. | Lei Song, Weiwei Wang, Xin Wang, Jian Zhang, Jianming Wu |
| 2016 | VTC | LTE Field Performance for IoT Applications. | Jin Yang, Lei Song, Adam Koeppe |
| 2016 | SECON | IntenCT: Efficient Multi-Target Counting and Tracking by Binary Proximity Sensors. | Yongcai Wang, Lei Song, Zhaoquan Gu, Deying Li |
| 2016 | SECON | WarpMap: Accurate and Efficient Indoor Location by Dynamic Warping in Sequence-Type Radio-Map. | Xuehan Ye, Yongcai Wang, Wei Hu, Lei Song, Zhaoquan Gu, Deying Li |
| 2016 | TIME | Verify LTL with Fairness Assumptions Efficiently. | Yong Li, Lei Song, Yuan Feng, Lijun Zhang |
| 2016 | VMCAI | Reward-Bounded Reachability Probability for Uncertain Weighted MDPs. | Vahid Hashemi, Holger Hermanns, Lei Song |
| 2015 | EWSN | On Target Counting by Sequential Snapshots of Binary Proximity Sensors. | Tongyang Li, Yongcai Wang, Lei Song, Haisheng Tan |
| 2015 | FM | Probabilistic Bisimulation for Realistic Schedulers. | Christian Eisentraut, Jens Chr. Godskesen, Holger Hermanns, Lei Song, Lijun Zhang |
| 2015 | IJCAI | A Simple Probabilistic Extension of Modal Mu-calculus. | Wanwei Liu, Lei Song, Ji Wang, Lijun Zhang |
| 2015 | IJCAI | Planning for Stochastic Games with Co-Safe Objectives. | Lei Song, Yuan Feng, Lijun Zhang |
| 2015 | VTC | Beam Selection Methods for Massive MIMO Systems with Hybrid Radio Frequency and Baseband Precoding. | Lei Song, Xin Wang |
| 2015 | VTC | Separated Horizontal and Vertical Transmission Methods in Massive MIMO Systems. | Lei Song, Xin Wang, Yi Zhang, Hua Zhou |
| 2014 | CSL | Probably safe or live. | Joost-Pieter Katoen, Lei Song, Lijun Zhang |
| 2014 | HCI | Evaluation Research of Joystick in Flight Deck Based on Accuracy and Muscle Fatigue. | Zheng Yang, Zhihan Li, Lei Song, Qi Wu, Shan Fu |
| 2014 | HealthCom | Health sensing by wearable sensors and mobile phones: A survey. | Lei Song, Yongcai Wang, Ji-Jiang Yang, Jianqiang Li |
| 2014 | ICONIP | Analysis and Configuration of Boundary Difference Calculations. | Simon Dacey, Lei Song, Lei Zhu, Shaoning Pang |
| 2014 | IJCNN | Spatio-temporal PM2.5 prediction by spatial data aided incremental support vector regression. | Lei Song, Shaoning Pang, Ian Longley, Gustavo Olivares, Abdolhossein Sarrafzadeh |
| 2014 | MOBIHOC | Multiple target counting and tracking using binary proximity sensors: bounds, coloring, and filter. | Lei Song, Yongcai Wang |
| 2014 | SECON | Locating multiple ultrasound targets in chorus. | Lei Song, Yongcai Wang |
| 2014 | VMCAI | Bisimulations and Logical Characterizations on Continuous-Time Markov Decision Processes. | Lei Song, Lijun Zhang, Jens Chr. Godskesen |
| 2013 | HPCC | An Algorithmic and Systematic Approach for Improving Robustness of TOA-Based Localization. | Yongcai Wang, Lei Song |
| 2013 | ICONIP | An Intelligent Agent Based Land Encroachment Detection Approach. | Simon Dacey, Lei Song, Shaoning Pang |
| 2012 | ICCCN | A Novel Transmission Protocol in Two-Hop Relay Systems When Interference Cancellation Is Not Applicable. | Yue Ma, Lihua Li, Qi Sun, Lei Song, Zhou Zhou |
| 2012 | ICONIP | Exploring Crude Oil Impacts to Oil Stocks through Graphical Computational Correlation Analysis. | Anthony Lai, Lei Song, Yiming Peng, Peter Zhang, Qili Wang, Shaoning Pang |
| 2012 | VTC | A Gain Matrix Design Method to Ensure Reciprocity in TDD MIMO Two-Hop Relay Systems. | Lei Song, Lihua Li, Markku J. Juntti |
| 2012 | VTC | Energy Efficient Relay Selection for Two-Way Relay System. | Qi Sun, Lihua Li, Lei Song |
| 2011 | CONCUR | Bisimulations Meet PCTL Equivalences for Probabilistic Automata. | Lei Song, Lijun Zhang, Jens Chr. Godskesen |
| 2011 | VTC | A Simplified Estimate-and-Forward Scheme for Relay Networks. | Chaowei Wang, Lihua Li, Jorma Lilleberg, Weidong Wang, Yinghai Zhang, Lei Song |
| 2011 | VTC | Multi-Cell Collaborative Transmission Combining Closed-Loop and Open-Loop Techniques. | Ji Wang, Lihua Li, Lei Song, Hualei Wang, Qi Sun, Wanlu Sun |
| 2011 | VTC | A Transmit Precoding Scheme for Downlink Multiuser MIMO Systems. | Hualei Wang, Lihua Li, Ji Wang, Lei Song, Yue Ma, Zhou Zhou |
| 2010 | VTC | Transmit Preprocessing for Cluster Based Multi-User Relay Systems. | Lei Song, Lihua Li, Gang Wu, Chaowei Wang, Haifeng Wang |
| 2008 | GLOBECOM | SLA-Aware Provisioning for Revenue Maximization in Telecom Mesh Networks. | Ming Xia, Marwan Batayneh, Lei Song, Charles U. Martel, Biswanath Mukherjee |
| 2008 | HPCC | Optimal Buffer Management Algorithm with Auto-Tuning Reference Queue Length. | Heying Zhang, Lei Song, Baohua Fan, Jie Jiang |
| 2006 | GLOBECOM | Cost-Efficient WDM Mesh Network Design with Line Cards of Multiple Ports. | Marwan Batayneh, Hongyue Zhu, Lei Song, Biswanath Mukherjee |
| 2006 | GLOBECOM | Network Coordination and Interference Mitigation for HSDPA and EV-DO Forward Link. | Shupeng Li, Fang-Chen Cheng, Lei Song, Nirwan Ansari |
| 2006 | GLOBECOM | New Approaches for Dynamic Routing with Availability Guarantee for Differentiated Services in Survivable Mesh Networks: The Roles of Primary-Backup Link Sharing and Multiple Backup Paths. | Lei Song, Biswanath Mukherjee |
| 2004 | CATA | Locating Services for Intelligent Mobile Agents. | Lei Song, Xining Li |
| 2003 | SAC | Manpower Scheduling with Time Windows. | Andrew Lim, Brian Rodrigues, Lei Song |