| 2025 | EMNLP | SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models. | Peng Ding, Wen Sun, Dailin Li, Wei Zou, Jiaming Wang, Jiajun Chen, Shujian Huang |
| 2025 | ICLR | Efficient Imitation under Misspecification. | Nicolas A. Espinosa Dice, Sanjiban Choudhury, Wen Sun, Gokul Swamy |
| 2025 | ICLR | Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF. | Zhaolin Gao, Wenhao Zhan, Jonathan Daniel Chang, Gokul Swamy, Kiant Brantley, Jason D. Lee, Wen Sun |
| 2025 | ICLR | Correcting the Mythos of KL-Regularization: Direct Alignment without Overoptimization via Chi-Squared Preference Optimization. | Audrey Huang, Wenhao Zhan, Tengyang Xie, Jason D. Lee, Wen Sun, Akshay Krishnamurthy, Dylan J. Foster |
| 2025 | ICLR | Model-based RL as a Minimalist Approach to Horizon-Free and Second-Order Bounds. | Zhiyong Wang, Dongruo Zhou, John C. S. Lui, Wen Sun |
| 2025 | ICLR | Diffusing States and Matching Scores: A New Framework for Imitation Learning. | Runzhe Wu, Yiding Chen, Gokul Swamy, Kiant Brantley, Wen Sun |
| 2025 | ICLR | Computationally Efficient RL under Linear Bellman Completeness for Deterministic Dynamics. | Runzhe Wu, Ayush Sekhari, Akshay Krishnamurthy, Wen Sun |
| 2025 | ICLR | On Speeding Up Language Model Evaluation. | Jin Peng Zhou, Christian K. Belardi, Ruihan Wu, Travis Zhang, Carla P. Gomes, Wen Sun, Kilian Q. Weinberger |
| 2025 | ICML | Convergence of Consistency Model with Multistep Sampling under General Data Assumptions. | Yiding Chen, Yiyi Zhang, Owen Oertell, Wen Sun |
| 2025 | ICML | A Reductions Approach to Risk-Sensitive Reinforcement Learning with Optimized Certainty Equivalents. | Kaiwen Wang, Dawen Liang, Nathan Kallus, Wen Sun |
| 2025 | IJCNN | Interpretable Modeling of Aesthetic Evaluation in Calligraphy Imitation. | Wen Sun, Yongle Cheng, Ruimin Lyu |
| 2025 | TrustCom | Two-Tier Batch Data Integrity Verification with Identity-Based Signatures and Privacy Preservation in Cloud-Edge-End Architecture. | Xiuping Li, Yong Li, Yangbai Zhang, Wen Sun, Xiaowei Li, Xiaolin Chang |
| 2025 | TrustCom | GAPPO: Graph-Attention Enhanced Reinforcement Learning for Efficient Attack Path Planning. | Xiuping Li, Yong Li, Yangbai Zhang, Wen Sun, Xiaowei Li, Junchao Fan, Xiaolin Chang |
| 2024 | ADMA | Facilitating Feature Selection and Extraction in Clinical Trials with Large Language Models. | Jiaji Guo, Wen Sun, Shiting Wen, Di Wu, Yipeng Zhou |
| 2024 | AISTATS | Faster Recalibration of an Online Predictor via Approachability. | Princewill Okoroafor, Robert D. Kleinberg, Wen Sun |
| 2024 | ICLR | Provably Efficient CVaR RL in Low-rank MDPs. | Yulai Zhao, Wenhao Zhan, Xiaoyan Hu, Ho-fung Leung, Farzan Farnia, Wen Sun, Jason D. Lee |
| 2024 | ICLR | Adversarial Imitation Learning via Boosting. | Jonathan D. Chang, Dhruv Sreenivas, Yingbing Huang, Kiant Brantley, Wen Sun |
| 2024 | ICLR | Making RL with Preference-based Feedback Efficient via Randomization. | Runzhe Wu, Wen Sun |
| 2024 | ICLR | Provable Reward-Agnostic Preference-Based Reinforcement Learning. | Wenhao Zhan, Masatoshi Uehara, Wen Sun, Jason D. Lee |
| 2024 | ICLR | Provable Offline Preference-Based Reinforcement Learning. | Wenhao Zhan, Masatoshi Uehara, Nathan Kallus, Jason D. Lee, Wen Sun |
| 2024 | ICLR | Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees. | Yifei Zhou, Ayush Sekhari, Yuda Song, Wen Sun |
| 2024 | ICML | More Benefits of Being Distributional: Second-Order Bounds for Reinforcement Learning. | Kaiwen Wang, Owen Oertell, Alekh Agarwal, Nathan Kallus, Wen Sun |
| 2024 | INFOCOM | Dynamic Power Distribution Controlling for Directional Chargers. | Yuzhuo Ma, Di Wu, Jing Gao, Wen Sun, Jilin Yang, Tang Liu |
| 2023 | ADMA | Knowledge Graph Embedding with Relation Rotation and Entity Adjustment by Quaternions. | Wen Sun, Qingqiang Wu, Xiaoli Wang, Junfeng Yao, Zhifeng Bao |
| 2023 | APWEB | A Long-Tail Relation Extraction Model Based on Dependency Path and Relation Graph Embedding. | Yifan Li, Yanxiang Zong, Wen Sun, Qingqiang Wu, Qingqi Hong |
| 2023 | COLT | Provable Benefits of Representational Transfer in Reinforcement Learning. | Alekh Agarwal, Yuda Song, Wen Sun, Kaiwen Wang, Mengdi Wang, Xuezhou Zhang |
| 2023 | ICLR | Hybrid RL: Using both offline and online data can make RL efficient. | Yuda Song, Yifei Zhou, Ayush Sekhari, Drew Bagnell, Akshay Krishnamurthy, Wen Sun |
| 2023 | ICLR | PAC Reinforcement Learning for Predictive State Representations. | Wenhao Zhan, Masatoshi Uehara, Wen Sun, Jason D. Lee |
| 2023 | ICML | Multi-task Representation Learning for Pure Exploration in Linear Bandits. | Yihan Du, Longbo Huang, Wen Sun |
| 2023 | ICML | Computationally Efficient PAC RL in POMDPs with Latent Determinism and Conditional Embeddings. | Masatoshi Uehara, Ayush Sekhari, Jason D. Lee, Nathan Kallus, Wen Sun |
| 2023 | ICML | Near-Minimax-Optimal Risk-Sensitive Reinforcement Learning with CVaR. | Kaiwen Wang, Nathan Kallus, Wen Sun |
| 2023 | ICML | Distributional Offline Policy Evaluation with Predictive Error Guarantees. | Runzhe Wu, Masatoshi Uehara, Wen Sun |
| 2023 | SEKE | Combining Structure Embedding and Text Semantics for Efficient Knowledge Graph Completion. | Wen Sun, Yifan Li, Junfeng Yao, Qingqiang Wu, Kunhong Liu |
| 2022 | AISTATS | Corruption-robust Offline Reinforcement Learning. | Xuezhou Zhang, Yiding Chen, Xiaojin Zhu, Wen Sun |
| 2022 | CVPR | Learning to Detect Mobile Objects from LiDAR Scans Without Labels. | Yurong You, Katie Luo, Cheng Perng Phoo, Wei-Lun Chao, Wen Sun, Bharath Hariharan, Mark E. Campbell, Kilian Q. Weinberger |
| 2022 | EMNLP | Visual Named Entity Linking: A New Dataset and A Baseline. | Wen Sun, Yixing Fan, Jiafeng Guo, Ruqing Zhang, Xueqi Cheng |
| 2022 | GLOBECOM | Unity makes strength: Coalition Formation-based Group-buying for Timely UAV Data Collection. | Nan Qi, Yeting Huang, Wen Sun, Shi Jin, Theodoros A. Tsiftsis, Qihui Wu, Xiang Su |
| 2022 | GLOBECOM | Aerial Assistant: Safeguarding Ground-to-Satellite Communication Networks. | Hao Wang, Qubeijian Wang, Wen Sun, Nan Zhao, Hong-Ning Dai, Lexi Xu |
| 2022 | ICLR | Transform2Act: Learning a Transform-and-Control Policy for Efficient Agent Design. | Ye Yuan, Yuda Song, Zhengyi Luo, Wen Sun, Kris M. Kitani |
| 2022 | ICLR | Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage. | Masatoshi Uehara, Wen Sun |
| 2022 | ICLR | Representation Learning for Online and Offline RL in Low-rank MDPs. | Masatoshi Uehara, Xuezhou Zhang, Wen Sun |
| 2022 | ICLR | Hindsight is 20/20: Leveraging Past Traversals to Aid 3D Perception. | Yurong You, Katie Z. Luo, Xiangyu Chen, Junan Chen, Wei-Lun Chao, Wen Sun, Bharath Hariharan, Mark E. Campbell, Kilian Q. Weinberger |
| 2022 | ICML | Learning Bellman Complete Representations for Offline Policy Evaluation. | Jonathan D. Chang, Kaiwen Wang, Nathan Kallus, Wen Sun |
| 2022 | ICML | Efficient Reinforcement Learning in Block MDPs: A Model-free Representation Learning approach. | Xuezhou Zhang, Yuda Song, Masatoshi Uehara, Mengdi Wang, Alekh Agarwal, Wen Sun |
| 2022 | VTC | Lightweight Digital Twin and Federated Learning with Distributed Incentive in Air-Ground 6G Networks. | Sijia Lian, Haibin Zhang, Wen Sun, Yan Zhang |
| 2022 | VTC | Energy-Efficient Federated Learning for Wireless Computing Power Networks. | Zongjun Li, Haibin Zhang, Qubeijian Wang, Wen Sun, Yan Zhang |
| 2022 | UIC | DT-FLDS: DT-enabled Federated Learning Data Sharing Model | Yage Cheng, Wen Sun, Haibin Zhang, Rui Zhang, Xiangnan Zhou |
| 2022 | UIC | Research on Quality Prediction of Optical Modules in 5G Networks. | Bei Li, Hongjia Liu, Guanghai Liu, Wen Sun, Lexi Xu, Tian Xiao, Yi Li, Xiaomeng Zhu, Yuting Zheng, Qiang Chen |
| 2022 | UIC | Privacy-Preserving Digital Twin for Vehicular Edge Computing Networks. | Yi Yang, Wenqiang Ma, Wen Sun, Haibin Zhang, Zhiqiang Liu, Lexi Xu, Ye Zhu |
| 2022 | WAFR | Sample-Efficient Safe Learning for Online Nonlinear Control with Control Barrier Functions. | Wenhao Luo, Wen Sun, Ashish Kapoor |
| 2021 | COLT | Corruption-robust exploration in episodic reinforcement learning. | Thodoris Lykouris, Max Simchowitz, Alex Slivkins, Wen Sun |
| 2021 | ICML | Bilinear Classes: A Structural Framework for Provable Generalization in RL. | Simon S. Du, Sham M. Kakade, Jason D. Lee, Shachar Lovett, Gaurav Mahajan, Wen Sun, Ruosong Wang |
| 2021 | ICML | PC-MLP: Model-based Reinforcement Learning with Policy Cover Guided Exploration. | Yuda Song, Wen Sun |
| 2021 | ICML | Fairness of Exposure in Stochastic Bandits. | Lequn Wang, Yiwei Bai, Wen Sun, Thorsten Joachims |
| 2021 | ICML | Robust Policy Gradient against Strong Data Corruption. | Xuezhou Zhang, Yiding Chen, Xiaojin Zhu, Wen Sun |
| 2021 | WCNC | Adaptive Federated Learning for Digital Twin Driven Industrial Internet of Things. | Qiang Song, Shiyu Lei, Wen Sun, Yan Zhang |
| 2021 | WCNC | Distributed Incentives and Digital Twin for Resource Allocation in air-assisted Internet of Vehicles. | Peng Wang, Ning Xu, Wen Sun, Gaozu Wang, Yan Zhang |
| 2021 | WAFR | Imitation Learning as f-Divergence Minimization. | Liyiming Ke, Sanjiban Choudhury, Matt Barnes, Wen Sun, Gilwoo Lee, Siddhartha S. Srinivasa |
| 2020 | GLOBECOM | Physical Layer Security for Edge Caching in 6G Networks. | Sheng Li, Wen Sun, Haibin Zhang, Yan Zhang |
| 2020 | ICLR | Disagreement-Regularized Imitation Learning. | Kiant Brantley, Wen Sun, Mikael Henaff |
| 2020 | ICML | Provably Efficient Model-based Policy Adaptation. | Yuda Song, Aditi Mavalankar, Wen Sun, Sicun Gao |
| 2020 | SIGMOD | IBM Db2 Graph: Supporting Synergistic and Retrofittable Graph Queries Inside IBM Db2. | Yuanyuan Tian, En Liang Xu, Wei Zhao, Mir Hamid Pirahesh, Suijun Tong, Wen Sun, Thomas Kolanko, Md. Shahidul Haque Apu, Huijuan Peng |
| 2019 | AISTATS | Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective. | Anirudh Vemula, Wen Sun, J. Andrew Bagnell |
| 2019 | COLT | Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches. | Wen Sun, Nan Jiang, Akshay Krishnamurthy, Alekh Agarwal, John Langford |
| 2019 | GLOBECOM | MACH: Movement Aware CoMP Handover in Heterogeneous Ultra-Dense Networks. | Wen Sun, Lu Wang, Jiajia Liu, Nei Kato, Yanning Zhang |
| 2019 | ICML | Provably Efficient Imitation Learning from Observation Alone. | Wen Sun, Anirudh Vemula, Byron Boots, Drew Bagnell |
| 2019 | ICML | Contextual Memory Trees. | Wen Sun, Alina Beygelzimer, Hal Daum III, John Langford, Paul Mineiro |
| 2019 | IGARSS | Micro-Doppler Aided Track-Before-Detect for UAV Detection. | Yuansheng Li, Ping Wei, Lin Gao, Wen Sun, Huaguo Zhang, Guchong Li |
| 2019 | IWCMC | An Optimized Spatially Cooperative Caching Strategy for Heterogeneous Caching Network. | Shubin Zhang, Wen Sun, Jiajia Liu |
| 2019 | VTC | Ai-Enhanced Incentive Design for Crowdsourcing in Internet of Vehicles. | Yanlin Yue, Wen Sun, Jiajia Liu, Yuanhe Jiang |
| 2019 | WiMob | An Attribute-Based Distributed Access Control for Blockchain-enabled IoT. | Peng Wang, Yanlin Yue, Wen Sun, Jiajia Liu |
| 2018 | AISTATS | Sketching for Kronecker Product Regression and P-splines. | Huaian Diao, Zhao Song, Wen Sun, David P. Woodruff |
| 2018 | AMIA | Mining Disease-Symptom Relation from Massive Biomedical Literature and Its Application in Severe Disease Diagnosis. | Eryu Xia, Wen Sun, Jing Mei, Enliang Xu, Ke Wang, Yong Qin |
| 2018 | GLOBECOM | Energy-Efficient Task Offloading and Transmit Power Allocation for Ultra-Dense Edge Computing. | Hongzhi Guo, Jie Zhang, Jiajia Liu, Haibin Zhang, Wen Sun |
| 2018 | ICASSP | Full-Reference Quality Assessment of Contrast Changed Images Based on Local Linear Model. | Wen Sun, Wenming Yang, Fei Zhou, Qingmin Liao |
| 2018 | ICLR | Truncated horizon Policy Search: Combining Reinforcement Learning & Imitation Learning. | Wen Sun, J. Andrew Bagnell, Byron Boots |
| 2018 | ICML | Recurrent Predictive State Policy Networks. | Ahmed Hefny, Zita Marinho, Wen Sun, Siddhartha S. Srinivasa, Geoffrey J. Gordon |
| 2018 | IGARSS | Particle Filtering Based Track-Before-Detect with Sensor Registration in Single Frequency Network. | Wen Sun, Ping Wei, Lin Gao, Hongshu Liao, Li Juan Deng |
| 2018 | IGARSS | Spatial Null Estimation in Beam-Space Post-Doppler Stap for Airborne Collocated Mimo Radar. | Xiang Zhao, Zishu He, Xu Wang, Jun Li, Wen Sun |
| 2018 | IGARSS | A Terrain Information Constrained Semidefinite Relaxation Method for Doppler Shift Based Source Localization. | Li Juan Deng, Ping Wei, Zhan Zhang, Ningkang Chen, Hongshu Liao, Wen Sun |
| 2018 | IWCMC | A Double Auction-Based Approach for Multi-User Resource Allocation in Mobile Edge Computing. | Yanlin Yue, Wen Sun, Jiajia Liu |
| 2018 | UIC | Development of Supporting Environment for IT System Security Evaluation Based on ISO/IEC 15408 and ISO/IEC 18045. | Da Bao, Wen Sun, Yuichi Goto, Jingde Cheng |
| 2017 | AISTATS | Gradient Boosting on Stochastic Data Streams. | Hanzhang Hu, Wen Sun, Arun Venkatraman, Martial Hebert, J. Andrew Bagnell |
| 2017 | AMIA | Interactive Machine Learning for Medical Research: A Framework to Enhance the Engagement of Clinical Researchers. | Bibo Hao, Yiqin Yu, Wen Sun, Yingxue Li, Guotong Xie |
| 2017 | GECCO | On feasible and infeasible search for equitable graph coloring. | Wen Sun, Jin-Kao Hao, Xiangjing Lai, Qinghua Wu |
| 2017 | GLOBECOM | Optimal Placement of Virtual Machines in Mobile Edge Computing. | Lei Zhao, Jiajia Liu, Yongpeng Shi, Wen Sun, Hongzhi Guo |
| 2017 | ICML | Safety-Aware Algorithms for Adversarial Contextual Bandit. | Wen Sun, Debadeepta Dey, Ashish Kapoor |
| 2017 | ICML | Deeply AggreVaTeD: Differentiable Imitation Learning for Sequential Prediction. | Wen Sun, Arun Venkatraman, Geoffrey J. Gordon, Byron Boots, J. Andrew Bagnell |
| 2017 | Interspeech | The Frequency Range of "The Ling Six Sounds" in Standard Chinese. | Aijun Li, Hua Zhang, Wen Sun |
| 2017 | ICRA | No-regret replanning under uncertainty. | Wen Sun, Niteesh Sood, Debadeepta Dey, Gireeja Ranade, Siddharth Prakash, Ashish Kapoor |
| 2017 | IECON | Synchronization of extended Kuramoto oscillators via a parameterized approach. | Wen Sun, Yong Zhou, Xinghuo Yu, Jinhu Lu, Zhigang Zheng |
| 2017 | VTC | On Physical Layer Security in Finite-Area Wireless Networks: An Analysis Framework. | Jiajia Liu, Jiahao Dai, Yongpeng Shi, Wen Sun, Nei Kato |
| 2017 | SIGMETRICS | Analysis of a Stochastic Model of Replication in Large Distributed Storage Systems: A Mean-Field Approach. | Wen Sun, Vronique Simon, Sbastien Monnet, Philippe Robert, Pierre Sens |
| 2016 | AAAI | Online Instrumental Variable Regression with Applications to Online Linear System Identification. | Arun Venkatraman, Wen Sun, Martial Hebert, J. Andrew Bagnell, Byron Boots |
| 2016 | ICML | Learning to Filter with Predictive State Inference Machines. | Wen Sun, Arun Venkatraman, Byron Boots, J. Andrew Bagnell |
| 2016 | IJCAI | Online Bellman Residual and Temporal Difference Algorithms with Predictive Error Guarantees. | Wen Sun, J. Andrew Bagnell |
| 2016 | IJCAI | Inference Machines for Nonparametric Filter Learning. | Arun Venkatraman, Wen Sun, Martial Hebert, Byron Boots, J. Andrew Bagnell |
| 2016 | UAI | Learning to Smooth with Bidirectional Predictive State Inference Machines. | Wen Sun, Roberto Capobianco, Geoffrey J. Gordon, J. Andrew Bagnell, Byron Boots |
| 2015 | WCNC | A stochastic geometry analysis of inter-user interference in IEEE 802.15.6 body sensor networks. | Wen Sun, Yu Ge, Wai-Choong Wong |
| 2015 | SIGMOD | SQLGraph: An Efficient Relational-Based Property Graph Store. | Wen Sun, Achille Fokoue, Kavitha Srinivas, Anastasios Kementsietsidis, Gang Hu, Guo Tong Xie |
| 2015 | UAI | Online Bellman Residual Algorithms with Predictive Error Guarantees. | Wen Sun, J. Andrew Bagnell |
| 2015 | SECON | An information-driven incentive scheme with consumer demand awareness for participatory sensing. | Wen Sun, Chen-Khong Tham |
| 2014 | IROS | Motion planning under uncertainty for medical needle steering using optimization in belief space. | Wen Sun, Ron Alterovitz |
| 2014 | ICRA | Motion planning for paramagnetic microparticles under motion and sensing uncertainty. | Wen Sun, Islam S. M. Khalil, Sarthak Misra, Ron Alterovitz |
| 2014 | SECON | Wireless deployed and participatory sensing system for environmental monitoring. | Wen Sun, Qiang Li, Chen-Khong Tham |
| 2014 | WAFR | Stochastic Extended LQR: Optimization-Based Motion Planning Under Uncertainty. | Wen Sun, Jur van den Berg, Ron Alterovitz |
| 2013 | ISRR | Safe Motion Planning for Imprecise Robotic Manipulators by Minimizing Probability of Collision. | Wen Sun, Luis G. Torres, Jur van den Berg, Ron Alterovitz |
| 2012 | HealthCom | Inter-user interference in Body Sensor Networks: A case study in moderate-scale deployment in hospital environment. | Wen Sun, Yu Ge, Wai-Choong Wong |
| 2012 | ICARCV | On pinning impulsive control of complex dynamical networks. | Wen Sun, Jinhu Lu, Okyay Kaynak, Maciej J. Ogorzalek |
| 2012 | WiMob | A lightweight inter-user interference mitigation method in Body Sensor Networks. | Wen Sun, Yu Ge, Wai-Choong Wong |
| 2009 | ICIP | Level embedded medical image compression based on value of interest. | Wen Sun, Yan Lu, Feng Wu, Shipeng Li |
| 2009 | ICIP | Real-time screen image scaling and its GPU acceleration. | Wen Sun, Yan Lu, Feng Wu, Shipeng Li |
| 2009 | ISCAS | A Novel Hybrid Synchronization of Two Coupled Complex Networks. | Wen Sun, Shihua Chen, Jinhu Lu |