Mengyu Zhou

68 papers A* 12A 2C 1Misc 2Journal 39Unranked 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
ATP-Bench: Towards Agentic Tool Planning for MLLM Interleaved Generation.
CoRR
Yinuo Liu, Zi Qian, Heng Zhou, Jiahao Zhang, Yajie Zhang, Zhihang Li, Mengyu Zhou, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang
2026 J jnl
Grounding the Score: Explicit Visual Premise Verification for Reliable Vision-Language Process Reward Models.
CoRR
Junxin Wang, Dai Guan, Weijie Qiu, Zhihang Li, Yongbo Gai, Zhengyi Yang, Mengyu Zhou, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang
2026 A* conf
Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search.
AAAI
Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
2026 J jnl
MARCH: Multi-Agent Reinforced Self-Check for LLM Hallucination.
CoRR
Zhuo Li, Yupeng Zhang, Pengyu Cheng, Jiajun Song, Mengyu Zhou, Hao Li, Shujie Hu, Yu Qin, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang
2026 J jnl
Open Rubric System: Scaling Reinforcement Learning with Pairwise Adaptive Rubric.
CoRR
Ruipeng Jia, Yunyi Yang, Yuxin Wu, Yongbo Gai, Siyuan Tao, Mengyu Zhou, Jianhe Lin, Xiaoxi Jiang, Guanjun Jiang
2026 J jnl
Rationale Matters: Learning Transferable Rubrics via Proxy-Guided Critique for VLM Reward Models.
CoRR
Weijie Qiu, Dai Guan, Junxin Wang, Zhihang Li, Yongbo Gai, Mengyu Zhou, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang
2026 A* conf
SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets.
AAAI
Ziwei Wang, Jiayuan Su, Mengyu Zhou, Huaxing Zeng, Mengni Jia, Xiao Lv, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang
2026 J jnl
SiameseNorm: Breaking the Barrier to Reconciling Pre/Post-Norm.
CoRR
Tianyu Li, Dongchen Han, Zixuan Cao, Haofeng Huang, Mengyu Zhou, Ming Chen, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang, Gao Huang
2026 J jnl
Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills.
CoRR
Jingwei Ni, Yihao Liu, Xinpeng Liu, Yutao Sun, Mengyu Zhou, Pengyu Cheng, Dexin Wang, Erchao Zhao, Xiaoxi Jiang, Guanjun Jiang
2025 J jnl
Analysis and control of demand response in smart grids: An evolutionary game method.
Appl. Math. Comput.
Mengyu Zhou, Xingwen Liu, Qi Hu, Feng Shu
2025 J jnl
Bingo: Boosting Efficient Reasoning of LLMs via Dynamic and Significance-based Reinforcement Learning.
CoRR
Hanbing Liu, Lang Cao, Yuanyi Ren, Mengyu Zhou, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang
2025 J jnl
Bringing Stability to Diffusion: Decomposing and Reducing Variance of Training Masked Diffusion Models.
CoRR
Mengni Jia, Mengyu Zhou, Yihao Liu, Xiaoxi Jiang, Guanjun Jiang
2025 J jnl
Fortune: Formula-Driven Reinforcement Learning for Symbolic Table Reasoning in Language Models.
CoRR
Lang Cao, Jingxian Xu, Hanbing Liu, Jinyu Wang, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
2025 J jnl
GUI-360
CoRR
Jian Mu, Chaoyun Zhang, Chiming Ni, Lu Wang, Bo Qiao, Kartik Mathur, Qianhui Wu, Yuhang Xie, Xiaojun Ma, Mengyu Zhou, Si Qin, Liqun Li, Yu Kang, Minghua Ma, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
2025 J jnl
Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search.
CoRR
Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
2025 J jnl
MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark.
CoRR
Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Lingjiao Chen, Dongmei Zhang, Surajit Chaudhuri, H. V. Jagadish
2025 J jnl
No More Manual Guides: Automatic and Scalable Generation of High-Quality Excel Tutorials.
CoRR
Yuhang Xie, Jian Mu, Xiaojun Ma, Chaoyun Zhang, Lu Wang, Mengyu Zhou, Mugeng Liu, Si Qin, Qingwei Lin, Saravan Rajmohan, Shi Han, Dongmei Zhang
2025 J jnl
SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets.
CoRR
Ziwei Wang, Jiayuan Su, Mengyu Zhou, Huaxing Zeng, Mengni Jia, Xiao Lv, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang
2025 J jnl
SuperRL: Reinforcement Learning with Supervision to Boost Language Model Reasoning.
CoRR
Yihao Liu, Shuocheng Li, Lang Cao, Yuhang Xie, Mengyu Zhou, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang
2025 A* conf
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning.
EMNLP
Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri
2025 — conf
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models.
ACL (1)
Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Zejian Yuan, Dongmei Zhang
2025 J jnl
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models.
CoRR
Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Zejian Yuan, Dongmei Zhang
2025 — conf
TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models.
ACL (6)
Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
2025 J jnl
TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models.
CoRR
Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
2025 — conf
TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers' Guidance.
EMNLP (Findings)
Jingxian Xu, Mengyu Zhou, Weichang Liu, Hanbing Liu, Shi Han, Dongmei Zhang
2025 J jnl
TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers' Guidance.
CoRR
Jingxian Xu, Mengyu Zhou, Weichang Liu, Hanbing Liu, Shi Han, Dongmei Zhang
2024 J jnl
Analysis of cooperative stability for reputation evaluation rules in spatial prisoner's dilemma game.
Appl. Math. Comput.
Qi Hu, Mengyu Zhou, Yulian Jiang, Xingwen Liu
2024 J jnl
CONLINE: Complex Code Generation and Refinement with Online Searching and Correctness Testing.
CoRR
Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
2024 A* conf
CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing.
EMNLP
Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
2024 A* conf
Encoding Spreadsheets for Large Language Models.
EMNLP
Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang
2024 — conf
PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning.
EMNLP (Findings)
Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
2024 J jnl
PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning.
CoRR
Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
2024 J jnl
SpreadsheetLLM: Encoding Spreadsheets for Large Language Models.
CoRR
Yuzhang Tian, Jianbo Zhao, Haoyu Dong, Junyu Xiong, Shiyu Xia, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang
2024 — conf
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning.
EMNLP (Findings)
Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
2024 A conf
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study.
WSDM
Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
2024 J jnl
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Generator-Validator Fine-tuning.
CoRR
Junjie Xing, Yeye He, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang, Surajit Chaudhuri
2024 A* conf
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries.
AAAI
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 J jnl
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities.
CoRR
Shiyu Xia, Junyu Xiong, Haoyu Dong, Jianbo Zhao, Yuzhang Tian, Mengyu Zhou, Yeye He, Shi Han, Dongmei Zhang
2023 J jnl
A lightweight segmentation network for endoscopic surgical instruments based on edge refinement and efficient self-attention.
PeerJ Comput. Sci.
Mengyu Zhou, Xiaoxiang Han, Zhoujin Liu, Yitong Chen, Liping Sun
2023 — conf
AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks.
ACL (Findings)
Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
2023 A* conf
CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement.
ICLR
Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang
2023 J jnl
Evaluating and Enhancing Structural Understanding Capabilities of Large Language Models on Tables via Input Designs.
CoRR
Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
2023 J jnl
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning.
CoRR
Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
2023 J jnl
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries.
CoRR
Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
2022 J jnl
ASTA: Learning Analytical Semantics over Tables for Intelligent Data Analysis and Visualization.
CoRR
Lingbo Li, Tianle Li, Xinyi He, Mengyu Zhou, Shi Han, Dongmei Zhang
2022 A* conf
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information.
EMNLP
Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
2022 J jnl
FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information.
CoRR
Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
2022 J jnl
Inferring Tabular Analysis Metadata by Infusing Distribution and Knowledge Information.
CoRR
Xinyi He, Mengyu Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
2022 J jnl
LUNA: Language Understanding with Number Augmentations on Transformers via Number Plugins and Pre-training.
CoRR
Hongwei Han, Jialiang Xu, Mengyu Zhou, Yijia Shao, Shi Han, Dongmei Zhang
2022 J jnl
MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation.
IEEE Trans. Vis. Comput. Graph.
Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang
2022 A* conf
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks.
IJCAI
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
2022 J jnl
Table Pre-training: A Survey on Model Architectures, Pretraining Objectives, and Downstream Tasks.
CoRR
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
2022 A* conf
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems.
EMNLP
Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
2022 J jnl
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems.
CoRR
Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
2021 J jnl
MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation.
CoRR
Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang
2021 A* conf
Table2Charts: Recommending Charts by Learning Shared Table Representations.
KDD
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang, Dongmei Zhang
2020 — conf
MLAB-BiLSTM: Online Web Attack Detection Via Attention-Based Deep Neural Networks.
SPDE
Jun Yang, Mengyu Zhou, Baojiang Cui
2020 A* conf
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data.
AAAI
Mengyu Zhou, Wang Tao, Pengxin Ji, Han Shi, Dongmei Zhang
2020 J jnl
Table2Charts: Learning Shared Representations for Recommending Charts on Multi-dimensional Data.
CoRR
Mengyu Zhou, Qingtao Li, Yuejiang Li, Shi Han, Dongmei Zhang
2019 Misc conf
Collaborative learning between cloud and end devices: an empirical study on location prediction.
SEC
Yan Lu, Yuanchao Shu, Xu Tan, Yunxin Liu, Mengyu Zhou, Qi Chen, Dan Pei
2018 C conf
The Frame Latency of Personalized Livestreaming Can Be Significantly Slowed Down by WiFi.
IPCCC
Guoshun Nan, Xiuquan Qiao, Jiting Wang, Zeyan Li, Jiahao Bu, Changhua Pei, Mengyu Zhou, Dan Pei
2017 — conf
MinHash hierarchy for privacy preserving trajectory sensing and query.
IPSN
Jiaxin Ding, Chien-Chun Ni, Mengyu Zhou, Jie Gao
2017 — conf
Mining crowd mobility and WiFi hotspots on a densely-populated campus.
UbiComp/ISWC Adjunct
Mengyu Zhou, Dan Pei, Kaixin Sui, Thomas Moscibroda
2016 A conf
Characterizing and Improving WiFi Latency in Large-Scale Operational Networks.
MobiSys
Kaixin Sui, Mengyu Zhou, Dapeng Liu, Minghua Ma, Dan Pei, Youjian Zhao, Zimu Li, Thomas Moscibroda
2016 Misc conf
EDUM: classroom education measurements via large-scale WiFi networks.
UbiComp
Mengyu Zhou, Minghua Ma, Yangkun Zhang, Kaixin Sui, Dan Pei, Thomas Moscibroda
2016 — conf
MobiCamp: a Campus-wide Testbed for Studying Mobile Physical Activities.
WPA@MobiSys
Mengyu Zhou, Kaixin Sui, Minghua Ma, Youjian Zhao, Dan Pei, Thomas Moscibroda
2016 — ch.
Modelling Conversation.
Context Aware Human-Robot and Human-Agent Interaction
Martin Constable, Justin Dauwels, Shoko Dauwels, Rasheed Umer, Mengyu Zhou, Yasir Tahir
2012 — conf
Real-Time Feedback System for Monitoring and Facilitating Discussions.
IWSDS
Sanat Sarda, Martin Constable, Justin Dauwels, Shoko Dauwels, Mohamed Elgendi, Mengyu Zhou, Umer Rasheed, Yasir Tahir, Daniel Thalmann, Nadia Magnenat-Thalmann