| 2026 | AAAI | SimDiff: Simpler Yet Better Diffusion Model for Time Series Point Forecasting. | Hang Ding, Xue Wang, Tian Zhou, Tao Yao |
| 2026 | CHI | Dreamware: A Brain-Computer-Interfaced Multisensory Capsule Room for Dream Engineering. | Xiao Zoe Fang, Duoduo Li, Tian Zhou, Michaela Jayne Vranic-Peters, Nathan Arthur Semertzidis, Po-Yao (Cosmos) Wang, Yanming Zhu, Florian 'Floyd' Mueller, Adam Haar Horowitz, Nathan W. Whitmore, Jiajun Bu |
| 2026 | CHI | Dreamliminal: A Closed-Loop EEG Wearable for Prolonging the N1 Sleep Stage. | Xiao Zoe Fang, Tian Zhou, Duoduo Li, Michaela Jayne Vranic-Peters, Nathan Arthur Semertzidis, Yanming Zhu, Jiajun Bu, Adam Haar Horowitz, Pattie Maes, Nathan W. Whitmore |
| 2025 | AAAI | Unlocking the Power of LSTM for Long Term Time Series Forecasting. | Yaxuan Kong, Zepu Wang, Yuqi Nie, Tian Zhou, Stefan Zohren, Yuxuan Liang, Peng Sun, Qingsong Wen |
| 2025 | CCS | ML-Cube: Accelerating Module-Lattice-Based Cryptography using Machine Learning Accelerators with a Memory-Less Design. | Tian Zhou, Fangyu Zheng, Zhuoyu Xie, Wenxu Tang, Guang Fan, Yijing Ning, Yi Bian, Jingqiang Lin, Jiwu Jing |
| 2025 | HPCA | WarpDrive: GPU-Based Fully Homomorphic Encryption Acceleration Leveraging Tensor and CUDA Cores. | Guang Fan, Mingzhe Zhang, Fangyu Zheng, Shengyu Fan, Tian Zhou, Xianglong Deng, Wenxu Tang, Liang Kong, Yixuan Song, Shoumeng Yan |
| 2025 | ICASSP | Less Is More: Embracing Sparsity and Interpolation with Esiformer for Time Series Forecasting. | Yangyang Guo, Yanjun Zhao, Sizhe Dang, Tian Zhou, Liang Sun, Yi Qian |
| 2025 | ICASSP | Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series. | Yanjun Zhao, Tian Zhou, Chao Chen, Liang Sun, Yi Qian, Rong Jin |
| 2025 | KDD | Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach. | Chao Chen, Tian Zhou, Yanjun Zhao, Hui Liu, Rong Jin, Liang Sun |
| 2025 | KDD | Utilizing Strategic Pre-training to Reduce Overfitting: Baguan - A Pre-trained Weather Forecasting Model. | Peisong Niu, Ziqing Ma, Tian Zhou, Weiqi Chen, Lefei Shen, Rong Jin, Liang Sun |
| 2024 | CCS | DPad-HE: Towards Hardware-friendly Homomorphic Evaluation using 4-Directional Manipulation. | Wenxu Tang, Fangyu Zheng, Guang Fan, Tian Zhou, Jingqiang Lin, Jiwu Jing |
| 2024 | HPCC | Optimizing inter-stage communication in Spark via time-varying network bandwidth utilization. | Changpeng Zhu, Xi Wang, Bo Han, Tian Zhou |
| 2024 | ICDCS | PIPO: Privacy-Preserving Convolutional Neural Network Inference with Plaintext Operations. | Tian Zhou, Lixin Gao |
| 2024 | ICLR | CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting. | Xue Wang, Tian Zhou, Qingsong Wen, Jinyang Gao, Bolin Ding, Rong Jin |
| 2024 | IGARSS | Morphological Approach for Forest Woody Debris Detection Using Multi-Platform, Multi-Resolution Lidar Data. | Renato Csar dos Santos, Sang-Yeop Shin, Raja Manish, Tian Zhou, Songlin Fei, Ayman Habib |
| 2024 | KDD | FusionSF: Fuse Heterogeneous Modalities in a Vector Quantized Framework for Robust Solar Power Forecasting. | Ziqing Ma, Wenwei Wang, Tian Zhou, Chao Chen, Bingqing Peng, Liang Sun, Rong Jin |
| 2024 | MICCAI | A New Cine-MRI Segmentation Method of Tongue Dorsum for Postoperative Swallowing Function Analysis. | Minghao Sun, Tian Zhou, Chenghui Jiang, Xiaodan Lv, Han Yu |
| 2024 | MICCAI | An MR-Compatible Virtual Reality System for Assessing Neuronal Plasticity of Sensorimotor Neurons and Mirror Neurons. | Xiaocheng Wang, Destaw Bayabil Mekbib, Tian Zhou, Junming Zhu, Li Zhang, Ruidong Cheng, Jianmin Zhang, Xiangming Ye, Dongrong Xu |
| 2023 | AAAI | eForecaster: Unifying Electricity Forecasting with Robust, Flexible, and Explainable Machine Learning Algorithms. | Zhaoyang Zhu, Weiqi Chen, Rui Xia, Tian Zhou, Peisong Niu, Bingqing Peng, Wenwei Wang, Hengbo Liu, Ziqing Ma, Qingsong Wen, Liang Sun |
| 2023 | CIKM | GCformer: An Efficient Solution for Accurate and Scalable Long-Term Multivariate Time Series Forecasting. | Yanjun Zhao, Ziqing Ma, Tian Zhou, Mengni Ye, Liang Sun, Yi Qian |
| 2023 | ICASSP | SADI: A Self-Adaptive Decomposed Interpretable Framework for Electric Load Forecasting Under Extreme Events. | Hengbo Liu, Ziqing Ma, Linxiao Yang, Tian Zhou, Rui Xia, Yi Wang, Qingsong Wen, Liang Sun |
| 2023 | IJCAI | Transformers in Time Series: A Survey. | Qingsong Wen, Tian Zhou, Chaoli Zhang, Weiqi Chen, Ziqing Ma, Junchi Yan, Liang Sun |
| 2023 | KDD | DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection. | Yiyuan Yang, Chaoli Zhang, Tian Zhou, Qingsong Wen, Liang Sun |
| 2022 | CIKM | TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis. | Chaoli Zhang, Tian Zhou, Qingsong Wen, Liang Sun |
| 2022 | ICML | FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting. | Tian Zhou, Ziqing Ma, Qingsong Wen, Xue Wang, Liang Sun, Rong Jin |
| 2022 | KDD | Learning to Rotate: Quaternion Transformer for Complicated Periodical Time Series Forecasting. | Weiqi Chen, Wenwei Wang, Bingqing Peng, Qingsong Wen, Tian Zhou, Liang Sun |
| 2022 | KDD | Robust Time Series Analysis and Applications: An Industrial Perspective. | Qingsong Wen, Linxiao Yang, Tian Zhou, Liang Sun |
| 2021 | GLOBECOM | MOTrack: Real-time Configuration Adaptation for Video Analytics through Movement Tracking. | Fubao Wu, Lixin Gao, Tian Zhou, Xi Wang |
| 2021 | IC2E | Distributed Framework for Accelerating Training of Deep Learning Models through Prioritization. | Tian Zhou, Lixin Gao |
| 2021 | KDD | An Efficient Deep Distribution Network for Bid Shading in First-Price Auctions. | Tian Zhou, Hao He, Shengjun Pan, Niklas Karlsson, Bharatbhushan Shetty, Brendan Kitts, Djordje Gligorijevic, San Gultekin, Tingyu Mao, Junwei Pan, Jianlong Zhang, Aaron Flores |
| 2021 | WSDM | DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving. | Wei Deng, Junwei Pan, Tian Zhou, Deguang Kong, Aaron Flores, Guang Lin |
| 2020 | CIKM | Bid Shading in The Brave New World of First-Price Auctions. | Djordje Gligorijevic, Tian Zhou, Bharatbhushan Shetty, Brendan Kitts, Shengjun Pan, Junwei Pan, Aaron Flores |
| 2019 | IROS | JISAP: Joint Inference for Surgeon Attributes Prediction during Robot-Assisted Surgery. | Tian Zhou, Jackie S. Cha, Glebys T. Gonzalez, Chandru P. Sundaram, Juan P. Wachs, Denny Yu |
| 2018 | HRI | Joint Surgeon Attributes Estimation in Robot-Assisted Surgery. | Tian Zhou, Jackie S. Cha, Glebys T. Gonzalez, Juan P. Wachs, Chandru Sundaram, Denny Yu |
| 2018 | ICPR | Image Exploration Procedure Classification with Spike-timing Neural Network for the Blind. | Ting Zhang, Tian Zhou, Bradley S. Duerstock, Juan P. Wachs |
| 2018 | ICRA | Early Turn-Taking Prediction with Spiking Neural Networks for Human Robot Collaboration. | Tian Zhou, Juan P. Wachs |
| 2018 | IGARSS | Multi-Sensor Integration Onboard a UAV-Based Mobile Mapping System for Agricultural Management. | Magdy Elbahnasawy, Tamer Shamseldin, Radhika Ravi, Tian Zhou, Yun-Jou Lin, Ali Masjedi, John Evan Flatt, Melba M. Crawford, Ayman Habib |
| 2017 | MICCAI | Transfer Learning for the Fully Automatic Segmentation of Left Ventricle Myocardium in Porcine Cardiac Cine MR Images. | Antong Chen, Tian Zhou, Ilknur Icke, Sarayu Parimal, Belma Dogdas, Joseph Forbes, Smita Sampath, Ansuman Bagchi, Chih-Liang Chin |
| 2015 | AAAI | Touchless Telerobotic Surgery - Is It Possible at All? | Tian Zhou, Maria Eugenia Cabrera, Juan P. Wachs |
| 2014 | WWW | Road traffic prediction by incorporating online information. | Tian Zhou, Lixin Gao, Daiheng Ni |
| 2011 | VTC | A Fast Collision Detection Algorithm in IEEE 802.11 through Physical Layer SINR Monitoring. | Tian Zhou, Xianbin Wang, Weikun Hou |