An online cost sensitive decision-making method in crowdsourcing systems. - Jinyang Gao; Xuan Liu; Beng Chin Ooi; Haixun Wang; Gang Chen 001 (SIGMOD Conference, 2013)

DSH: data sensitive hashing for high-dimensional k-nnsearch. - Jinyang Gao; H. V. Jagadish; Wei Lu 015; Beng Chin Ooi (SIGMOD Conference, 2014)

A Wireless Capsule System With ASIC for Monitoring the Physiological Signals of the Human Gastrointestinal Tract. - Fei Xu; Guozheng Yan; Kai Zhao; Li Lu 007; Jinyang Gao; Gang Liu (IEEE Trans. Biomed. Circuits Syst., 2014)

Selective Hashing: Closing the Gap between Radius Search and k-NN Search. - Jinyang Gao; H. V. Jagadish; Beng Chin Ooi; Sheng Wang 011 (KDD, 2015)

SINGA: A Distributed Deep Learning Platform. - Beng Chin Ooi; Kian-Lee Tan; Sheng Wang 011; Wei Wang 059; Qingchao Cai; Gang Chen 001; Jinyang Gao; Zhaojing Luo; Anthony K. H. Tung; Yuan Wang 003; Zhongle Xie; Meihui Zhang 001; et al. (ACM Multimedia, 2015)

SINGA: Putting Deep Learning in the Hands of Multimedia Users. - Wei Wang 059; Gang Chen 001; Tien Tuan Anh Dinh; Jinyang Gao; Beng Chin Ooi; Kian-Lee Tan; Sheng Wang 011 (ACM Multimedia, 2015)

Active Sampler: Light-weight Accelerator for Complex Data Analytics at Scale. - Jinyang Gao; H. V. Jagadish; Beng Chin Ooi (CoRR, 2015)

Learning User Preferences By Adaptive Pairwise Comparison. - Li Qian; Jinyang Gao; H. V. Jagadish (Proc. VLDB Endow., 2015)

Deep Learning At Scale and At Ease. - Wei Wang 059; Gang Chen 001; Haibo Chen 001; Tien Tuan Anh Dinh; Jinyang Gao; Beng Chin Ooi; Kian-Lee Tan; Sheng Wang 011 (CoRR, 2016)

Locomotion Analysis of an Inchworm-Like Capsule Robot in the Intestinal Tract. - Jinyang Gao; Guozheng Yan (IEEE Trans. Biomed. Eng., 2016)

Deep Learning at Scale and at Ease. - Wei Wang 059; Gang Chen 001; Haibo Chen 001; Tien Tuan Anh Dinh; Jinyang Gao; Beng Chin Ooi; Kian-Lee Tan; Sheng Wang 011; Meihui Zhang 001 (ACM Trans. Multim. Comput. Commun. Appl., 2016)

Capturing Feature-Level Irregularity in Disease Progression Modeling. - Kaiping Zheng; Wei Wang 059; Jinyang Gao; Kee Yuan Ngiam; Beng Chin Ooi; James Wei Luen Yip (CIKM, 2017)

Resolving the Bias in Electronic Medical Records. - Kaiping Zheng; Jinyang Gao; Kee Yuan Ngiam; Beng Chin Ooi; James Wei Luen Yip (KDD, 2017)

Design, analysis, and testing of a motor-driven capsule robot based on a sliding clamper. - Jinyang Gao; Guozheng Yan; Su He; Fei Xu; Zhiwu Wang (Robotica, 2017)

Adaptive Lightweight Regularization Tool for Complex Analytics. - Zhaojing Luo; Shaofeng Cai; Jinyang Gao; Meihui Zhang 001; Kee Yuan Ngiam; Gang Chen 001; Wang-Chien Lee (ICDE, 2018)

Medical Concept Embedding with Time-Aware Attention. - Xiangrui Cai; Jinyang Gao; Kee Yuan Ngiam; Beng Chin Ooi; Ying Zhang 015; Xiaojie Yuan (IJCAI, 2018)

Cuckoo Feature Hashing: Dynamic Weight Sharing for Sparse Analytics. - Jinyang Gao; Beng Chin Ooi; Yanyan Shen; Wang-Chien Lee (IJCAI, 2018)

Refine or Represent: Residual Networks with Explicit Channel-wise Configuration. - Yanyan Shen; Jinyang Gao (IJCAI, 2018)

Rafiki: Machine Learning as an Analytics Service System. - Wei Wang 059; Sheng Wang 011; Jinyang Gao; Meihui Zhang 001; Gang Chen 001; Teck Khim Ng; Beng Chin Ooi (CoRR, 2018)

PANDA: Facilitating Usable AI Development. - Jinyang Gao; Wei Wang 059; Meihui Zhang 001; Gang Chen 001; H. V. Jagadish; Guoliang Li 001; Teck Khim Ng; Beng Chin Ooi; Sheng Wang 011; Jingren Zhou 001 (CoRR, 2018)

Rafiki: Machine Learning as an Analytics Service System. - Wei Wang 059; Jinyang Gao; Meihui Zhang 001; Sheng Wang 011; Gang Chen 001; Teck Khim Ng; Beng Chin Ooi; Jie Shao 001; Moaz Reyad (Proc. VLDB Endow., 2018)

Towards Reliable Learning for High Stakes Applications. - Jinyang Gao; Junjie Yao; Yingxia Shao (AAAI, 2019)

Design and Experiment of Dual-Mass MEMS Gyroscope Sense Closed System Based on Bipole Compensation Method. - Huiliang Cao; Yu Liu 025; Yingjie Zhang; Xingling Shao; Jinyang Gao; Kun Huang; Yunbo Shi; Jun Tang 005; Chong Shen 001; Jun Liu 005 (IEEE Access, 2019)

Design and Implementation of a Clamper-Based and Motor-Driven Capsule Robot Powered by Wireless Power Transmission. - Jinyang Gao; Guozheng Yan (IEEE Access, 2019)

Effective and Efficient Dropout for Deep Convolutional Neural Networks. - Shaofeng Cai; Jinyang Gao; Meihui Zhang 001; Wei Wang 059; Gang Chen 001; Beng Chin Ooi (CoRR, 2019)

Privileged Features Distillation for E-Commerce Recommendations. - Chen Xu; Quan Li; Junfeng Ge; Jinyang Gao; Xiaoyong Yang; Changhua Pei; Hanxiao Sun; Wenwu Ou (CoRR, 2019)

Model Slicing for Supporting Complex Analytics with Elastic Inference Cost and Resource Constraints. - Shaofeng Cai; Gang Chen 001; Beng Chin Ooi; Jinyang Gao (Proc. VLDB Endow., 2019)

Efficient Automatic CASH via Rising Bandits. - Yang Li 106; Jiawei Jiang 001; Jinyang Gao; Yingxia Shao; Ce Zhang 001; Bin Cui 001 (AAAI, 2020)

Intent Preference Decoupling for User Representation on Online Recommender System. - Zhaoyang Liu 003; Haokun Chen; Fei Sun 001; Xu Xie; Jinyang Gao; Bolin Ding; Yanyan Shen (IJCAI, 2020)

Privileged Features Distillation at Taobao Recommendations. - Chen Xu; Quan Li; Junfeng Ge; Jinyang Gao; Xiaoyong Yang; Changhua Pei; Fei Sun 001; Jian Wu 032; Hanxiao Sun; Wenwu Ou (KDD, 2020)

Modeling Personalized Item Frequency Information for Next-basket Recommendation. - Haoji Hu; Xiangnan He 001; Jinyang Gao; Zhi-Li Zhang (SIGIR, 2020)

Design and Experiment for Dual-Mass MEMS Gyroscope Sensing Closed-Loop System. - Huiliang Cao; Rihui Xue; Qi Cai; Jinyang Gao; Rui Zhao 006; Yunbo Shi; Kun Huang; Xingling Shao; Chong Shen 001 (IEEE Access, 2020)

Contrastive Pre-training for Sequential Recommendation. - Xu Xie; Fei Sun 001; Zhaoyang Liu 003; Jinyang Gao; Bolin Ding; Bin Cui 001 (CoRR, 2020)

MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements. - Yang Li 106; Yu Shen 003; Jiawei Jiang 001; Jinyang Gao; Ce Zhang 001; Bin Cui 001 (AAAI, 2021)

CausCF: Causal Collaborative Filtering for Recommendation Effect Estimation. - Xu Xie; Zhaoyang Liu 003; Shiwen Wu; Fei Sun 001; Cihang Liu; Jiawei Chen 007; Jinyang Gao; Bin Cui 001; Bolin Ding (CIKM, 2021)

A Learning to Tune Framework for LSH. - Xiu Tang; Sai Wu; Gang Chen 001; Jinyang Gao; Wei Cao 006; Zhifei Pang (ICDE, 2021)

Explore User Neighborhood for Real-time E-commerce Recommendation. - Xu Xie; Fei Sun 001; Xiaoyong Yang; Zhao Yang; Jinyang Gao; Wenwu Ou; Bin Cui 001 (ICDE, 2021)

OpenBox: A Generalized Black-box Optimization Service. - Yang Li 106; Yu Shen 003; Wentao Zhang 001; Yuanwei Chen; Huaijun Jiang; Mingchao Liu; Jiawei Jiang 001; Jinyang Gao; Wentao Wu 001; Zhi Yang 001; Ce Zhang 001; Bin Cui 001 (KDD, 2021)

PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery. - Kaiping Zheng; Gang Chen 001; Melanie Herschel; Kee Yuan Ngiam; Beng Chin Ooi; Jinyang Gao (SIGMOD Conference, 2021)

CausCF: Causal Collaborative Filtering for RecommendationEffect Estimation. - Xu Xie; Zhaoyang Liu 003; Shiwen Wu; Fei Sun 001; Cihang Liu; Jiawei Chen 007; Jinyang Gao; Bin Cui 001; Bolin Ding (CoRR, 2021)

Adversarially learned one-class novelty detection with confidence estimation. - Ying Zhang 015; Baohang Zhou; Xiaoke Ding; Jiawei Ouyang; Xiangrui Cai; Jinyang Gao; Xiaojie Yuan (Inf. Sci., 2021)

Improving Data Analytics with Fast and Adaptive Regularization. - Zhaojing Luo; Shaofeng Cai; Gang Chen 001; Jinyang Gao; Wang-Chien Lee; Kee Yuan Ngiam; Meihui Zhang 001 (IEEE Trans. Knowl. Data Eng., 2021)

Contrastive Learning for Sequential Recommendation. - Xu Xie; Fei Sun 001; Zhaoyang Liu 003; Shiwen Wu; Jinyang Gao; Jiandong Zhang; Bolin Ding; Bin Cui 001 (ICDE, 2022)

Proactively Control Privacy in Recommender Systems. - Ziqian Chen; Fei Sun 001; Yifan Tang; Haokun Chen; Jinyang Gao; Bolin Ding (CoRR, 2022)

LDA-Reg: Knowledge Driven Regularization Using External Corpora. - Kai Yang; Zhaojing Luo; Jinyang Gao; Junfeng Zhao 001; Beng Chin Ooi; Bing Xie (IEEE Trans. Knowl. Data Eng., 2022)

Make Transformer Great Again for Time Series Forecasting: Channel Aligned Robust Dual Transformer. - Xue Wang 010; Tian Zhou 004; Qingsong Wen; Jinyang Gao; Bolin Ding; Rong Jin 001 (CoRR, 2023)

Studying the Impact of Data Disclosure Mechanism in Recommender Systems via Simulation. - Ziqian Chen; Fei Sun 001; Yifan Tang; Haokun Chen; Jinyang Gao; Bolin Ding (ACM Trans. Inf. Syst., 2023)

When to Trust LLMs: Aligning Confidence with Response Quality. - Shuchang Tao; Liuyi Yao; Hanxing Ding; Yuexiang Xie; Qi Cao; Fei Sun 001; Jinyang Gao; Huawei Shen; Bolin Ding (ACL (Findings), 2024)

CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting. - Xue Wang 010; Tian Zhou 004; Qingsong Wen; Jinyang Gao; Bolin Ding; Rong Jin 001 (ICLR, 2024)

Auctionformer: A Unified Deep Learning Algorithm for Solving Equilibrium Strategies in Auction Games. - Kexin Huang; Ziqian Chen; Xue Wang 010; Chongming Gao; Jinyang Gao; Bolin Ding; Xiang Wang 010 (ICML, 2024)

Semantic Alignment for Multimodal Large Language Models. - Tao Wu; Mengze Li 001; Jingyuan Chen; Wei Ji 008; Wang Lin; Jinyang Gao; Kun Kuang; Zhou Zhao 001; Fei Wu 001 (ACM Multimedia, 2024)

β-DPO: Direct Preference Optimization with Dynamic β. - Junkang Wu; Yuexiang Xie; Zhengyi Yang 007; Jiancan Wu; Jinyang Gao; Bolin Ding; Xiang Wang 010; Xiangnan He 001 (NeurIPS, 2024)

Data-Juicer: A One-Stop Data Processing System for Large Language Models. - Daoyuan Chen; Yilun Huang 004; Zhijian Ma; Hesen Chen; Xuchen Pan; Ce Ge; Dawei Gao; Yuexiang Xie; Zhaoyang Liu 003; Jinyang Gao; Yaliang Li; Bolin Ding; et al. (SIGMOD Conference Companion, 2024)

DiffsFormer: A Diffusion Transformer on Stock Factor Augmentation. - Yuan Gao 020; Haokun Chen; Xiang Wang 010; Zhicai Wang; Xue Wang 010; Jinyang Gao; Bolin Ding (CoRR, 2024)

Double-I Watermark: Protecting Model Copyright for LLM Fine-tuning. - Shen Li; Liuyi Yao; Jinyang Gao; Lan Zhang 002; Yaliang Li (CoRR, 2024)

α-DPO: Adaptive Reward Margin is What Direct Preference Optimization Needs. - Junkang Wu; Xue Wang 010; Zhengyi Yang 007; Jiancan Wu; Jinyang Gao; Bolin Ding; Xiang Wang 010; Xiangnan He 001 (CoRR, 2024)

MoMQ: Mixture-of-Experts Enhances Multi-Dialect Query Generation across Relational and Non-Relational Databases. - Zhisheng Lin; Yifu Liu; Zhiling Luo; Jinyang Gao; Yu Li (CoRR, 2024)

XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL. - Yingqi Gao; Yifu Liu; Xiaoxia Li; Xiaorong Shi; Yin Zhu; Yiming Wang; Shiqi Li; Wei Li; Yuntao Hong; Zhiling Luo; Jinyang Gao; Liyu Mou; et al. (CoRR, 2024)

Characterizing the Coefficient of Friction Between a Capsule Robot and the Colon. - Jinyang Gao; Jinshan Zhou; Peng Huang; Ruiqin Li; Guozheng Yan; Qiulin Tan; Li Zhang 010 (IEEE Trans. Biomed. Eng., 2024)

ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models. - Hanxing Ding; Shuchang Tao; Liang Pang; Zihao Wei; Jinyang Gao; Bolin Ding; Huawei Shen; Xueqi Cheng (ACL (1), 2025)

Language Adaptation of Large Language Models: An Empirical Study on LLaMA2. - Shumin Wang; Yuexiang Xie; Bolin Ding; Jinyang Gao; Yanyong Zhang (COLING, 2025)

Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning. - Cheng Chen; Yunpeng Zhai; Yifan Zhao; Jinyang Gao; Bolin Ding; Jia Li (CVPR, 2025)

Incorporating Dense Knowledge Alignment into Unified Multimodal Representation Models. - Yuhao Cui; Xinxing Zu; Wenhua Zhang; Zhongzhou Zhao; Jinyang Gao (CVPR, 2025)

What is Wrong with Perplexity for Long-context Language Modeling? - Lizhe Fang; Yifei Wang 001; Zhaoyang Liu 003; Chenheng Zhang; Stefanie Jegelka; Jinyang Gao; Bolin Ding; Yisen Wang 001 (ICLR, 2025)

Towards Robust Alignment of Language Models: Distributionally Robustifying Direct Preference Optimization. - Junkang Wu; Yuexiang Xie; Zhengyi Yang 007; Jiancan Wu; Jiawei Chen 007; Jinyang Gao; Bolin Ding; Xiang Wang 010; Xiangnan He 001 (ICLR, 2025)

Larger or Smaller Reward Margins to Select Preferences for Alignment? - Kexin Huang; Junkang Wu; Ziqian Chen; Xue Wang 010; Jinyang Gao; Bolin Ding; Jiancan Wu; Xiangnan He 001; Xiang Wang 010 (CoRR, 2025)

RePO: ReLU-based Preference Optimization. - Junkang Wu; Kexin Huang; Xue Wang 010; Jinyang Gao; Bolin Ding; Jiancan Wu; Xiangnan He 001; Xiang Wang 010 (CoRR, 2025)

Evaluation Report on MCP Servers. - Zhiling Luo; Xiaorong Shi; Xuanrui Lin; Jinyang Gao (CoRR, 2025)

ThinkFL: Self-Refining Failure Localization for Microservice Systems via Reinforcement Fine-Tuning. - Lingzhe Zhang; Yunpeng Zhai; Tong Jia; Chiming Duan; Siyu Yu; Jinyang Gao; Bolin Ding; Zhonghai Wu; Ying Li 012 (CoRR, 2025)

Incentivizing Strong Reasoning from Weak Supervision. - Yige Yuan; Teng Xiao; Shuchang Tao; Xue Wang 010; Jinyang Gao; Bolin Ding; Bingbing Xu 001 (CoRR, 2025)

Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model. - Xue Wang 010; Tian Zhou 004; Jinyang Gao; Bolin Ding; Jingren Zhou 001 (CoRR, 2025)

XiYan-SQL: A Novel Multi-Generator Framework For Text-to-SQL. - Yifu Liu; Yin Zhu; Yingqi Gao; Zhiling Luo; Xiaoxia Li; Xiaorong Shi; Yuntao Hong; Jinyang Gao; Yu Li; Bolin Ding; Jingren Zhou 001 (CoRR, 2025)