| 2026 | AAAI | Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search. | Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang |
| 2026 | AAAI | SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets. | Ziwei Wang, Jiayuan Su, Mengyu Zhou, Huaxing Zeng, Mengni Jia, Xiao Lv, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang |
| 2026 | ACL | Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning. | Hanbing Liu, Lang Cao, Yuanyi Ren, Mengyu Zhou, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang |
| 2026 | ACL | MARCH: Multi-Agent Reinforced Check for Hallucination. | Zhuo Li, Yupeng Zhang, Pengyu Cheng, Jiajun Song, Mengyu Zhou, Hao Li, Shujie Hu, Yu Qin, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang |
| 2025 | ACL | TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models. | Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Zejian Yuan, Dongmei Zhang |
| 2025 | ACL | TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models. | Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang |
| 2025 | EMNLP | Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning. | Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri |
| 2025 | EMNLP | TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers' Guidance. | Jingxian Xu, Mengyu Zhou, Weichang Liu, Hanbing Liu, Shi Han, Dongmei Zhang |
| 2024 | AAAI | Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries. | Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang |
| 2024 | EMNLP | Encoding Spreadsheets for Large Language Models. | Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Junyu Xiong, Mengyu Zhou, Yun Lin, Jos Cambronero, Yeye He, Shi Han, Dongmei Zhang |
| 2024 | EMNLP | CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing. | Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang |
| 2024 | EMNLP | TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning. | Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang |
| 2024 | EMNLP | PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning. | Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang |
| 2024 | WSDM | Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study. | Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang |
| 2023 | ACL | AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks. | Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang |
| 2023 | ICLR | CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement. | Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang |
| 2022 | EMNLP | FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information. | Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang |
| 2022 | EMNLP | Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems. | Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang |
| 2022 | IJCAI | Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks. | Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang |
| 2021 | KDD | Table2Charts: Recommending Charts by Learning Shared Table Representations. | Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang, Dongmei Zhang |
| 2020 | AAAI | Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data. | Mengyu Zhou, Wang Tao, Pengxin Ji, Han Shi, Dongmei Zhang |
| 2018 | IPCCC | The Frame Latency of Personalized Livestreaming Can Be Significantly Slowed Down by WiFi. | Guoshun Nan, Xiuquan Qiao, Jiting Wang, Zeyan Li, Jiahao Bu, Changhua Pei, Mengyu Zhou, Dan Pei |
| 2016 | Mobisys | Characterizing and Improving WiFi Latency in Large-Scale Operational Networks. | Kaixin Sui, Mengyu Zhou, Dapeng Liu, Minghua Ma, Dan Pei, Youjian Zhao, Zimu Li, Thomas Moscibroda |
| 2016 | Mobisys | MobiCamp: a Campus-wide Testbed for Studying Mobile Physical Activities. | Mengyu Zhou, Kaixin Sui, Minghua Ma, Youjian Zhao, Dan Pei, Thomas Moscibroda |