| 2026 | ACL | VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision. | Xuan Gong, Senmiao Wang, Hanbo Huang, Ruoyu Sun, Shiyu Liang |
| 2026 | EACL | Rethinking Data Mixture for Large Language Models: A Comprehensive Survey and New Perspectives. | Yajiao Liu, Congliang Chen, Junchi Yang, Ruoyu Sun |
| 2025 | ACL | Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion. | Jianqing Zhu, Huang Huang, Zhihang Lin, Juhao Liang, Zhengyang Tang, Khalid Almubarak, Mosen Alharthi, Bang An, Juncai He, Xiangbo Wu, Fei Yu, Junying Chen, Zhuoheng Ma, Yuhao Du, He Zhang, Saied Alshahrani, Emad A. Alghamdi, Lian Zhang, Ruoyu Sun, Haizhou Li, Benyou Wang, Jinchao Xu |
| 2025 | EMNLP | A Middle Path for On-Premises LLM Deployment: Preserving Privacy Without Sacrificing Model Confidentiality. | Hanbo Huang, Yihan Li, Bowen Jiang, Bo Jiang, Lin Liu, Zhuotao Liu, Ruoyu Sun, Shiyu Liang |
| 2025 | ICLR | When GNNs meet symmetry in ILPs: an orbit-based feature augmentation approach. | Qian Chen, Lei Li, Qian Li, Jianghua Wu, Akang Wang, Ruoyu Sun, Xiaodong Luo, Tsung-Hui Chang, Qingjiang Shi |
| 2025 | ICLR | Preserving Diversity in Supervised Fine-Tuning of Large Language Models. | Ziniu Li, Congliang Chen, Tian Xu, Zeyu Qin, Jiancong Xiao, Zhi-Quan Luo, Ruoyu Sun |
| 2025 | ICLR | Towards Explaining the Power of Constant-depth Graph Neural Networks for Structured Linear Programming. | Qian Li, Minghui Ouyang, Tian Ding, Yuyi Wang, Qingjiang Shi, Ruoyu Sun |
| 2025 | ICLR | Adam-mini: Use Fewer Learning Rates To Gain More. | Yushun Zhang, Congliang Chen, Ziniu Li, Tian Ding, Chenwei Wu, Diederik P. Kingma, Yinyu Ye, Zhi-Quan Luo, Ruoyu Sun |
| 2024 | COLT | Bridging the Gap: Rademacher Complexity in Robust and Standard Generalization. | Jiancong Xiao, Ruoyu Sun, Qi Long, Weijie Su |
| 2024 | EACL | FinBPM: A Framework for Portfolio Management-based Financial Investor Behavior Perception Model. | Zhilu Zhang, Procheta Sen, Zimu Wang, Ruoyu Sun, Zhengyong Jiang, Jionglong Su |
| 2024 | EMNLP | Unlocking Black-Box Prompt Tuning Efficiency via Zeroth-Order Optimization. | Heshen Zhan, Congliang Chen, Tian Ding, Ziniu Li, Ruoyu Sun |
| 2024 | GLOBECOM | MIMO Channel Capacity Measurements in an Indoor-Office Environment at 6 and 37 GHz. | Ruoyu Sun, Wilhelm Keusgen, Dorin Viorel |
| 2024 | ICLR | LEMON: Lossless model expansion. | Yite Wang, Jiahao Su, Hanlin Lu, Cong Xie, Tianyi Liu, Jianbo Yuan, Haibin Lin, Ruoyu Sun, Hongxia Yang |
| 2024 | ICML | ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models. | Ziniu Li, Tian Xu, Yushun Zhang, Zhihang Lin, Yang Yu, Ruoyu Sun, Zhi-Quan Luo |
| 2024 | ICML | PDHG-Unrolled Learning-to-Optimize Method for Large-Scale Linear Programming. | Bingheng Li, Linxin Yang, Yupeng Chen, Senmiao Wang, Haitao Mao, Qian Chen, Yao Ma, Akang Wang, Tian Ding, Jiliang Tang, Ruoyu Sun |
| 2024 | ICML | How Graph Neural Networks Learn: Lessons from Training Dynamics. | Chenxiao Yang, Qitian Wu, David Wipf, Ruoyu Sun, Junchi Yan |
| 2024 | KDD | Provable Adaptivity of Adam under Non-uniform Smoothness. | Bohan Wang, Yushun Zhang, Huishuai Zhang, Qi Meng, Ruoyu Sun, Zhi-Ming Ma, Tie-Yan Liu, Zhi-Quan Luo, Wei Chen |
| 2024 | NAACL | AceGPT, Localizing Large Language Models in Arabic. | Huang Huang, Fei Yu, Jianqing Zhu, Xuening Sun, Hao Cheng, Dingjie Song, Zhihong Chen, Mosen Alharthi, Bang An, Juncai He, Ziche Liu, Junying Chen, Jianquan Li, Benyou Wang, Lian Zhang, Ruoyu Sun, Xiang Wan, Haizhou Li, Jinchao Xu |
| 2024 | NSDI | Empower Programmable Pipeline for Advanced Stateful Packet Processing. | Yong Feng, Zhikang Chen, Haoyu Song, Yinchao Zhang, Hanyi Zhou, Ruoyu Sun, Wenkuo Dong, Peng Lu, Shuxin Liu, Chuwen Zhang, Yang Xu, Bin Liu |
| 2024 | VTC | MIMO Channel Capacity Measurements in an Outdoor-to-Indoor Environment at 6 and 37 GHz. | Ruth Gebremedhin, Wilhelm Keusgen, Dorin Viorel, Ruoyu Sun |
| 2023 | ICLR | A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming. | Qingyu Han, Linxin Yang, Qian Chen, Xiang Zhou, Dong Zhang, Akang Wang, Ruoyu Sun, Xiaodong Luo |
| 2023 | ICLR | NTK-SAP: Improving neural network pruning by aligning training dynamics. | Yite Wang, Dawei Li, Ruoyu Sun |
| 2022 | CoNEXT | 5GNN: extrapolating 5G measurements through GNNs. | Wei Ye, Xinyue Hu, Tian Liu, Ruoyu Sun, Yanhua Li, Zhi-Li Zhang |
| 2022 | CVPR | Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning. | Haoxiang Wang, Yite Wang, Ruoyu Sun, Bo Li |
| 2022 | GLOBECOM | Indoor Channel Multipath Components Statistics and Spatial Correlation in 6 and 37 GHz Bands. | Ruoyu Sun, Dorin Viorel, Wilhelm Keusgen |
| 2021 | AAAI | PenDer: Incorporating Shape Constraints via Penalized Derivatives. | Akhil Gupta, Lavanya Marla, Ruoyu Sun, Naman Shukla, Arinbjrn Kolbeinsson |
| 2021 | ICIG | Imitating What You Need: An Adaptive Framework for Detector Distillation. | Ruoyu Sun, Hongkai Xiong |
| 2021 | ICLR | RMSprop converges with proper hyper-parameter. | Naichen Shi, Dawei Li, Mingyi Hong, Ruoyu Sun |
| 2019 | CVPR | Max-Sliced Wasserstein Distance and Its Use for GANs. | Ishan Deshpande, Yuan-Ting Hu, Ruoyu Sun, Ayis Pyrros, Nasir Siddiqui, Sanmi Koyejo, Zhizhen Zhao, David A. Forsyth, Alexander G. Schwing |
| 2019 | ICLR | On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization. | Xiangyi Chen, Sijia Liu, Ruoyu Sun, Mingyi Hong |
| 2019 | VTC | Path Loss Characterization of 7-GHz Terrestrial Propagation Channel in Urban Environment. | Nadia Yoza-Mitsuishi, Ruoyu Sun |
| 2018 | ICLR | Understanding the Loss Surface of Single-Layered Neural Networks for Binary Classification. | Shiyu Liang, Ruoyu Sun, Yixuan Li, R. Srikant |
| 2018 | ICML | Understanding the Loss Surface of Neural Networks for Binary Classification. | Shiyu Liang, Ruoyu Sun, Yixuan Li, Rayadurgam Srikant |
| 2017 | VTC | Unsupervised Clustering for Millimeter-Wave Channel Propagation Modeling. | Jian Wang, Camillo Gentile, Jelena Senic, Ruoyu Sun, Peter B. Papazian, Chiehping Lai |
| 2015 | FOCS | Guaranteed Matrix Completion via Nonconvex Factorization. | Ruoyu Sun, Zhi-Quan Luo |
| 2014 | ICASSP | Globally optimal joint uplink base station association and power control for max-min fairness. | Ruoyu Sun, Zhi-Quan Luo |
| 2014 | VTC | V2V Path Loss Modeling for Example 5 GHz Overpass Channels. | Pengyu Liu, Bo Ai, David W. Matolak, Ruoyu Sun |
| 2014 | VTC | Air-Ground Channel Characterization for Unmanned Aircraft Systems: The Hilly Suburban Environment. | David W. Matolak, Ruoyu Sun |
| 2013 | GLOBECOM | Channel characteristics for elevator shafts at 5 GHz. | David W. Matolak, Ruoyu Sun |
| 2013 | VTC | Parking Garage Channel Characteristics at 5 GHz for V2V Applications. | Ruoyu Sun, David W. Matolak, Pengyu Liu |
| 2012 | ACSSC | Joint transceiver design and base station clustering for heterogeneous networks. | Mingyi Hong, Meisam Razaviyayn, Ruoyu Sun, Zhi-Quan Luo |
| 2011 | ICASSP | Robust SINR-constrained MISO downlink beamforming: When is semidefinite programming relaxation tight? | Enbin Song, Qingjiang Shi, Maziar Sanjabi, Ruoyu Sun, Zhi-Quan Luo |