| 2026 | AAAI | A Unified Shape-Aware Foundation Model for Time Series Classification. | Zhen Liu, Yucheng Wang, Boyuan Li, Junhao Zheng, Emadeldeen Eldele, Min Wu, Qianli Ma |
| 2026 | AAAI | OmniScale: Scaling Any Modality Model Training with Model-Centric Distributed Recipe Zoo. | Qianli Ma, Yaowei Zheng, Zhelun Shi, Zhongkai Zhao, Bin Jia, Ziyue Huang, Zhiqi Lin, Youjie Li, Jiacheng Yang, Yanghua Peng, Zhi Zhang, Xin Liu |
| 2026 | ACL | Look and Think: Efficient Multimodal Reasoning via Modality-Decoupled Compression. | Xidi Cai, Junhao Zheng, Jingye Li, Boyuan Li, Shaowei Zhang, Qianli Ma |
| 2026 | ACL | Unlocking the Black Box of Latent Reasoning: An Interpretability-Guided Approach to Intervention. | Shuochen Chang, Tong Bai, Xiaofeng Zhang, Qianli Ma, Qingyang Liu, Zhaohe Liao, Yibo Miao, Li Niu |
| 2026 | ACL | Paper2Rebuttal: A Multi-Agent Framework for Transparent Author Response Assistance. | Qianli Ma, Chang Guo, Zhiheng Tian, Siyu Wang, Jipeng Xiao, Yuanhao Yue, Zhipeng Zhang |
| 2026 | ACL | Human-Agent Collaborative Paper-to-Page Crafting. | Qianli Ma, Siyu Wang, Yilin Chen, Yinhao Tang, Yixiang Yang, Chang Guo, Bingjie Gao, Zhening Xing, Yanan Sun, Zhipeng Zhang |
| 2026 | KDD | Interest Entropy: Rethinking Contrastive Learning for Sequential Recommendation with Interest Uncertainty. | Binquan Wu, Kun Zeng, Yicheng Luo, Junhao Zheng, Qianli Ma |
| 2025 | ACL | WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models. | Huawen Feng, Pu Zhao, Qingfeng Sun, Can Xu, Fangkai Yang, Lu Wang, Qianli Ma, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang |
| 2025 | ACL | LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint. | Qianli Ma, Dongrui Liu, Qian Chen, Linfeng Zhang, Jing Shao |
| 2025 | ACL | DavIR: Data Selection via Implicit Reward for Large Language Models. | Haotian Zhou, Tingkai Liu, Qianli Ma, Yufeng Zhang, Jianbo Yuan, Pengfei Liu, Yang You, Hongxia Yang |
| 2025 | CVPR | Efficient Diffusion as Low Light Enhancer. | Guanzhou Lan, Qianli Ma, Yuqi Yang, Zhigang Wang, Dong Wang, Xuelong Li, Bin Zhao |
| 2025 | CVPR | Articulated Kinematics Distillation from Video Diffusion Models. | Xuan Li, Qianli Ma, Tsung-Yi Lin, Yongxin Chen, Chenfanfu Jiang, Ming-Yu Liu, Donglai Xiang |
| 2025 | CVPR | Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning. | Qianli Ma, Xuefei Ning, Dongrui Liu, Li Niu, Linfeng Zhang |
| 2025 | CVPR | CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models. | Qingqing Zhao, Yao Lu, Moo Jin Kim, Zipeng Fu, Zhuoyang Zhang, Yecheng Wu, Zhaoshuo Li, Qianli Ma, Song Han, Chelsea Finn, Ankur Handa, Tsung-Yi Lin, Gordon Wetzstein, Ming-Yu Liu, Donglai Xiang |
| 2025 | EMNLP | RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis. | Jianwei Wang, Chengming Shi, Junyao Yang, Haoran Li, Qianli Ma, Huiping Zhuang, Cen Chen, Ziqian Zeng |
| 2025 | ICLR | Training Large Language Models for Retrieval-Augmented Question Answering through Backtracking Correction. | Huawen Feng, Zekun Yao, Junhao Zheng, Qianli Ma |
| 2025 | ICLR | Spurious Forgetting in Continual Learning of Language Models. | Junhao Zheng, Xidi Cai, Shengjie Qiu, Qianli Ma |
| 2025 | ICML | Learning Soft Sparse Shapes for Efficient Time-Series Classification. | Zhen Liu, Yicheng Luo, Boyuan Li, Emadeldeen Eldele, Min Wu, Qianli Ma |
| 2025 | ICML | HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting. | Boyuan Li, Yicheng Luo, Zhen Liu, Junhao Zheng, Jianming Lv, Qianli Ma |
| 2025 | ICML | Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series. | Yicheng Luo, Bowen Zhang, Zhen Liu, Qianli Ma |
| 2025 | ISIT | Binary BMST Coding for Near-Lossless Compression of Q-Ary Source. | Xiao Ma, Yinchu Wang, Qianli Ma, Zhaohao Mo, Xiangping Zheng |
| 2025 | UAI | Variational Learning of Gaussian Process Latent Variable Models through Stochastic Gradient Annealed Importance Sampling. | Jian Xu, Shian Du, Junmei Yang, Qianli Ma, Delu Zeng, John Paisley |
| 2024 | AAAI | Diffusion Language-Shapelets for Semi-supervised Time-Series Classification. | Zhen Liu, Wenbin Pei, Disen Lan, Qianli Ma |
| 2024 | ACL | Incremental Sequence Labeling: A Tale of Two Shifts. | Shengjie Qiu, Junhao Zheng, Zhen Liu, Yicheng Luo, Qianli Ma |
| 2024 | ACL | Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models. | Junhao Zheng, Shengjie Qiu, Qianli Ma |
| 2024 | CoDIT | Optimization of Schedule of Unmanned Minibus Connected Metro Considering Changes in Arrival Distribution and Passenger Flows. | Shuai Shao, Baiyu Ma, Tong Wang, Qianli Ma |
| 2024 | COLING | Well Begun Is Half Done: An Implicitly Augmented Generative Framework with Distribution Modification for Hierarchical Text Classification. | Huawen Feng, Jingsong Yan, Junlong Liu, Junhao Zheng, Qianli Ma |
| 2024 | CVPR | Degrees of Freedom Matter: Inferring Dynamics from Point Trajectories. | Yan Zhang, Sergey Prokudin, Marko Mihajlovic, Qianli Ma, Siyu Tang |
| 2024 | EMNLP | Improving Factual Consistency of News Summarization by Contrastive Preference Optimization. | Huawen Feng, Yan Fan, Xiong Liu, Ting-En Lin, Zekun Yao, Yuchuan Wu, Fei Huang, Yongbin Li, Qianli Ma |
| 2024 | ICDE | When Multi-Behavior Meets Multi-Interest: Multi-Behavior Sequential Recommendation with Multi-Interest Self-Supervised Learning. | Binquan Wu, Yu Cheng, Haitao Yuan, Qianli Ma |
| 2024 | ICML | InfiAgent-DABench: Evaluating Agents on Data Analysis Tasks. | Xueyu Hu, Ziyu Zhao, Shuang Wei, Ziwei Chai, Qianli Ma, Guoyin Wang, Xuwu Wang, Jing Su, Jingjing Xu, Ming Zhu, Yao Cheng, Jianbo Yuan, Jiwei Li, Kun Kuang, Yang Yang, Hongxia Yang, Fei Wu |
| 2024 | KDD | Conditional Logical Message Passing Transformer for Complex Query Answering. | Chongzhi Zhang, Zhiping Peng, Junhao Zheng, Qianli Ma |
| 2023 | AAAI | Temporal-Frequency Co-training for Time Series Semi-supervised Learning. | Zhen Liu, Qianli Ma, Peitian Ma, Linghao Wang |
| 2023 | ACL | Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction. | Huawen Feng, Junlong Liu, Junhao Zheng, Haibin Chen, Xichen Shang, Qianli Ma |
| 2023 | ACL | Preserving Commonsense Knowledge from Pre-trained Language Models via Causal Inference. | Junhao Zheng, Qianli Ma, Shengjie Qiu, Yue Wu, Peitian Ma, Junlong Liu, Huawen Feng, Xichen Shang, Haibin Chen |
| 2023 | HCI | Designing Two-Stage Warning Systems: The Effect of Hazard Information. | Yaping Zhang, Qianli Ma, Jianhong Qu, Ronggang Zhou |
| 2023 | ICANN | Adaptive Randomized Graph Neural Network Based on Markov Diffusion Kernel. | Qianli Ma, Zheng Fan, Chenzhi Wang, Yuhua Qian |
| 2023 | ICANN | Adaptive Propagation Network Based on Multi-scale Information Fusion. | Qianli Ma, Chenzhi Wang, Zheng Fan, Yuhua Qian |
| 2023 | ICCV | Dynamic Point Fields. | Sergey Prokudin, Qianli Ma, Maxime Raafat, Julien Valentin, Siyu Tang |
| 2023 | ICCV | Probabilistic Human Mesh Recovery in 3D Scenes from Egocentric Views. | Siwei Zhang, Qianli Ma, Yan Zhang, Sadegh Aliakbarian, Darren Cosker, Siyu Tang |
| 2023 | IJCAI | CTW: Confident Time-Warping for Time-Series Label-Noise Learning. | Peitian Ma, Zhen Liu, Junhao Zheng, Linghao Wang, Qianli Ma |
| 2023 | ProvSec | A New Revocable Attribute Based Encryption on Lattice. | Lifeng Guo, Lingxia Wang, Xueke Ma, Qianli Ma |
| 2022 | ACL | Cross-domain Named Entity Recognition via Graph Matching. | Junhao Zheng, Haibin Chen, Qianli Ma |
| 2022 | CIKM | Query Rewriting in TaoBao Search. | Sen Li, Fuyu Lv, Taiwei Jin, Guiyang Li, Yukun Zheng, Tao Zhuang, Qingwen Liu, Xiaoyi Zeng, James T. Kwok, Qianli Ma |
| 2022 | ECCV | EgoBody: Human Body Shape and Motion of Interacting People from Head-Mounted Devices. | Siwei Zhang, Qianli Ma, Yan Zhang, Zhiyin Qian, Taein Kwon, Marc Pollefeys, Federica Bogo, Siyu Tang |
| 2022 | EMNLP | It's Better to Teach Fishing than Giving a Fish: An Auto-Augmented Structure-aware Generative Model for Metaphor Detection. | Huawen Feng, Qianli Ma |
| 2022 | EMNLP | Pair-Based Joint Encoding with Relational Graph Convolutional Networks for Emotion-Cause Pair Extraction. | Junlong Liu, Xichen Shang, Qianli Ma |
| 2022 | EMNLP | Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition. | Junhao Zheng, Zhanxian Liang, Haibin Chen, Qianli Ma |
| 2021 | AAAI | Learning Representations for Incomplete Time Series Clustering. | Qianli Ma, Chuxin Chen, Sen Li, Garrison W. Cottrell |
| 2021 | AAAI | Joint-Label Learning by Dual Augmentation for Time Series Classification. | Qianli Ma, Zhenjing Zheng, Jiawei Zheng, Sen Li, Wanqing Zhuang, Garrison W. Cottrell |
| 2021 | AAAI | Time Series Anomaly Detection with Multiresolution Ensemble Decoding. | Lifeng Shen, Zhongzhong Yu, Qianli Ma, James T. Kwok |
| 2021 | ACL | Hierarchy-aware Label Semantics Matching Network for Hierarchical Text Classification. | Haibin Chen, Qianli Ma, Zhenxi Lin, Jiangyue Yan |
| 2021 | ACL | A Span-based Dynamic Local Attention Model for Sequential Sentence Classification. | Xichen Shang, Qianli Ma, Zhenxi Lin, Jiangyue Yan, Zipeng Chen |
| 2021 | CVPR | SCALE: Modeling Clothed Humans with a Surface Codec of Articulated Local Elements. | Qianli Ma, Shunsuke Saito, Jinlong Yang, Siyu Tang, Michael J. Black |
| 2021 | CVPR | SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networks. | Shunsuke Saito, Jinlong Yang, Qianli Ma, Michael J. Black |
| 2021 | EMNLP | CATE: A Contrastive Pre-trained Model for Metaphor Detection with Semi-supervised Learning. | Zhenxi Lin, Qianli Ma, Jiangyue Yan, Jieyu Chen |
| 2021 | ICCV | The Power of Points for Modeling Humans in Clothing. | Qianli Ma, Jinlong Yang, Siyu Tang, Michael J. Black |
| 2021 | IJCAI | Time-Aware Multi-Scale RNNs for Time Series Modeling. | Zipeng Chen, Qianli Ma, Zhenxi Lin |
| 2021 | KDD | Embedding-based Product Retrieval in Taobao Search. | Sen Li, Fuyu Lv, Taiwei Jin, Guli Lin, Keping Yang, Xiaoyi Zeng, Xiao-Ming Wu, Qianli Ma |
| 2021 | KDD | Multi-view Denoising Graph Auto-Encoders on Heterogeneous Information Networks for Cold-start Recommendation. | Jiawei Zheng, Qianli Ma, Hao Gu, Zhenjing Zheng |
| 2020 | AAAI | Temporal Pyramid Recurrent Neural Network. | Qianli Ma, Zhenxi Lin, Enhuan Chen, Garrison W. Cottrell |
| 2020 | AAAI | Adversarial Dynamic Shapelet Networks. | Qianli Ma, Wanqing Zhuang, Sen Li, Desen Huang, Garrison W. Cottrell |
| 2020 | CVPR | Learning to Dress 3D People in Generative Clothing. | Qianli Ma, Jinlong Yang, Anurag Ranjan, Sergi Pujades, Gerard Pons-Moll, Siyu Tang, Michael J. Black |
| 2020 | EMNLP | MODE-LSTM: A Parameter-efficient Recurrent Network with Multi-Scale for Sentence Classification. | Qianli Ma, Zhenxi Lin, Jiangyue Yan, Zipeng Chen, Liuhong Yu |
| 2019 | ICDM | Triple-Shapelet Networks for Time Series Classification. | Qianli Ma, Wanqing Zhuang, Garrison W. Cottrell |
| 2019 | ICRA | Efficient Exact Collision Detection between Ellipsoids and Superquadrics via Closed-form Minkowski Sums. | Sipu Ruan, Karen L. Poblete, Yingke Li, Qian Lin, Qianli Ma, Gregory S. Chirikjian |
| 2019 | MICCAI | Unified Attentional Generative Adversarial Network for Brain Tumor Segmentation from Multimodal Unpaired Images. | Wenguang Yuan, Jia Wei, Jiabing Wang, Qianli Ma, Tolga Tasdizen |
| 2018 | ACML | End-to-End Time Series Imputation via Residual Short Paths. | Lifeng Shen, Qianli Ma, Sen Li |
| 2018 | VTC | Performance of Subcarrier-Index-Modulation OFDM with Partial Transmit Sequences for PAPR Reduction. | Lilin Dan, Qianli Ma, Fan Li, Yue Xiao |
| 2018 | WAFR | Path Planning for Ellipsoidal Robots and General Obstacles via Closed-Form Characterization of Minkowski Operations. | Sipu Ruan, Qianli Ma, Karen L. Poblete, Yan Yan, Gregory S. Chirikjian |
| 2017 | ICONIP | Two-Stage Temporal Multimodal Learning for Speaker and Speech Recognition. | Qianli Ma, Lifeng Shen, Ruishi Su, Jieyu Chen |
| 2017 | ICONIP | Decouple Adversarial Capacities with Dual-Reservoir Network. | Qianli Ma, Lifeng Shen, Wanqing Zhuang, Jieyu Chen |
| 2017 | IJCAI | WALKING WALKing walking: Action Recognition from Action Echoes. | Qianli Ma, Lifeng Shen, Enhuan Chen, Shuai Tian, Jiabing Wang, Garrison W. Cottrell |
| 2017 | VTC | Profile-Based Power Allocation in OFDM with Index Modulation. | Xiaobo Liu, Lilin Dan, Qianli Ma, Yue Xiao, Xu He |
| 2017 | VTC | Power Allocation for OFDM with Index Modulation. | Qianli Ma, Ping Yang, Pengfei Wang, Lan Peng, Xu He, Bin Fu, Yue Xiao |
| 2016 | ICRA | New probabilistic approaches to the AX = XB hand-eye calibration without correspondence. | Qianli Ma, Haiyuan Li, Gregory S. Chirikjian |
| 2016 | IROS | A new robotic ultrasound system for tracking a catheter with an active piezoelectric element. | Qianli Ma, Joshua D. Davis, Alexis Cheng, Younsu Kim, Gregory S. Chirikjian, Emad M. Boctor |
| 2014 | ICDM | Adaptive Semi-Supervised Dimensionality Reduction. | Jia Wei, Jiabing Wang, Qianli Ma, Xuan Wang |