学术论文 Publications

Thought Mining for Large Language Model Reasoning

Published in Proceedings of the VLDB Endowment (VLDB 2027)

Xi Wang（协助指导博士生）, Zixiao Huang, Tailai Zhang, Yuhua Tang, Ruochun Jin*. VLDB 2027，CCF推荐数据库A类会议，通讯作者

Fast Discovery of Conditional Functional Dependencies via Transformer-Guided Relation Partitioning

Published in Proceedings of the VLDB Endowment (VLDB 2027)

Ruochun Jin, Shenglin Chen（协助指导博士生）, Xi Wang, Siyi Yang, Ting Wang. VLDB 2027，CCF推荐数据库A类会议，第一作者。已集成至开源工具 NeSyDep

Detecting Contradictions Within and Across Documents

Published in SIGMOD 2027 (Round 1)

Shenglin Chen（协助指导博士生）, Wenfei Fan, Ruochun Jin*, Kexin Ma. SIGMOD 2027 (Round 1)，CCF推荐数据库A类会议，姓氏字母排序，通讯作者

Catching Inconsistencies in Vector Similarity Retrieval

Published in SIGMOD 2027 (Round 2)

Zixiao Huang（协助指导博士生）, Ruochun Jin*, Haotian Wang, Meng Zhang, Yuhua Tang. SIGMOD 2027 (Round 2)，CCF推荐数据库A类会议，通讯作者

PUMatch: Bandwidth-Efficient DFS-based Subgraph Matching under GPU Memory Oversubscription

Published in SC 2026

Chen Chen, Junsheng Chang, Xin Yang, Ruochun Jin, Li Shen, Kai Lu. SC 2026，CCF推荐体系结构A类会议。开源实现：PUMatch

VOMEL: Void-Aware Optimization for Multimodal Entity Linking

Published in ACM MM 2026

Jintao Huang（协助指导博士生）, Ruochun Jin, Bojun Li, Yuanxi Peng. ACM MM 2026，CCF推荐计算机图形学与多媒体A类会议

CORES: Code-Oriented Reasoning for Complex Text-to-SQL and Generalizable TableQA

Published in Findings of ACL 2026

Meng Zhang（协助指导博士生）, Ruochun Jin, Wenjing Yang, Haotian Wang, Liting Sun, Kun Hu, Silin Yang, Kedi Zhang, Yuanxi Peng. ACL 2026 Findings，CCF推荐人工智能A类会议Findings

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Conflict-Aware Memory for Embodied Agents: Enhancing Vector Data Quality via Detection Rules

Published in ACL 2026 (Oral)

Kexin Ma（协助指导博士生）, Haotian Wang, Shenglin Chen, Yishuai Cai, Yu Huang, Ruochun Jin*. ACL 2026 (Oral Presentation)，CCF推荐人工智能A类会议，通讯作者

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PathSeer: Adaptive Neighbor Handling for Efficient Filtered ANN Search

Published in SIGMOD 2026 (Round 4)

Zhiyue Li（协助指导博士生）, Guangyan Zhang, Ruochun Jin, Bojun Li, Xiaoguang Ren, Wenjing Yang. SIGMOD 2026 (Round 4)，CCF推荐数据库A类会议

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Outliers: The Good, the Bad and the Ugly

Published in SIGMOD 2026 (Round 1)

Shenglin Chen（协助指导博士生）, Wenfei Fan, Ruochun Jin*. SIGMOD 2026 (Round 1)，CCF推荐数据库A类会议，姓氏字母排序，通讯作者

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L³C: Leaf-Centric Continuous Codes for Natural Language-Driven Table Discovery

Published in ICDE 2026

Qiyuan Zhang（协助指导博士生）, Ruochun Jin*, Jixin Zhang, Yuhua Tang, Xiang Zhao, Shixuan Liu. ICDE 2026，CCF推荐数据库A类会议，共同一作

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Fast Discovery of Functional Dependencies via Bayesian Network Learning

Published in ICDE 2026

Siyi Yang（协助指导博士生）, Shenglin Chen, Xi Wang, Yuhua Tang, Ruochun Jin*. ICDE 2026，CCF推荐数据库A类会议，通讯作者。已集成至开源工具 NeSyDep

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TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering

Published in EMNLP 2025

Ruochun Jin, Xiyue Wang（协助指导硕士生）, Dong Wang, Haoqi Zheng, Yunpeng Qi, Silin Yang, Meng Zhang. EMNLP 2025，CCF推荐人工智能B类会议、自然语言处理顶级会议，第一作者

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Enhancing Multimodal Entity Linking via Distillation and Multimodal Large Language Models

Published in CIKM 2025

Jintao Huang（协助指导博士生）, Dong Wang, Shasha Li, Yuanxi Peng, Ruochun Jin*. CIKM 2025，CCF推荐数据挖掘B类会议，通讯作者

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Logical DA: Enhancing Data Augmentation for Logical Reasoning via a Multi-Agent System

Published in Findings of ACL 2025

Haoqi Zheng（协助指导博士生）, Dong Wang, Silin Yang, Yunpeng Qi, Ruochun Jin*. ACL 2025 Findings，CCF推荐人工智能A类会议Findings，通讯作者

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CLEAR: A Parser-Independent Disambiguation Framework for NL2SQL

Published in ICDE 2025

Meng Zhang（协助指导博士生）, Kexin Ma, Liyang Xu, Kedi Zhang, Yuanxi Peng, Ruochun Jin*. ICDE 2025，CCF推荐数据库A类会议，通讯作者

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TimeRAG: Boosting LLM Time Series Forecasting via Retrieval-Augmented Generation

Published in ICASSP 2025

Silin Yang, Dong Wang（共同一作）, Haoqi Zheng, Ruochun Jin. ICASSP 2025，IEEE信号处理旗舰会议

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Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMs

Published in Findings of EMNLP 2024

Kexin Ma（协助指导博士生）, Ruochun Jin*, Xi Wang, Huan Chen, Jing Ren, Yuhua Tang. EMNLP 2024 Findings，CCF推荐人工智能B类会议Findings，共同一作、通讯作者

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Your Neighbor Matters: Towards Fair Decisions Under Networked Interference

Published in KDD 2024

Wenjing Yang, Haotian Wang, Haoxuan Li, Hao Zou, Ruochun Jin, Kun Kuang, Peng Cui. KDD 2024: 3829-3840，CCF推荐数据挖掘A类会议

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Boosting Meaningful Dependency Mining with Clustering and Covariance Analysis

Published in ICDE 2024

Xi Wang（协助指导博士生）, Ruochun Jin*, Wanrong Huang, Yuhua Tang. ICDE 2024: 639-652，CCF推荐数据库A类会议，共同一作、通讯作者。已集成至开源工具 NeSyDep

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Making It Tractable to Catch Duplicates and Conflicts in Graphs

Published in Proceedings of the ACM on Management of Data (SIGMOD 2023)

Wenfei Fan, Wenzhi Fu, Ruochun Jin, Muyang Liu, Ping Lu, Chao Tian. Proc. ACM Manag. Data (SIGMOD) 1(1): 86:1-86:28 (2023)，CCF推荐数据库A类会议，姓氏字母排序

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Extracting Graphs Properties with Semantic Joins

Published in ICDE 2023

Yang Cao, Wenfei Fan, Wenzhi Fu, Ruochun Jin*, Weijie Ou, Wenliang Yi. ICDE 2023: 2262-2275，CCF推荐数据库A类会议，姓氏字母排序、主要贡献者，作为代表作收录入本人博士学位论文

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Towards Event Prediction in Temporal Graphs

Published in Proceedings of the VLDB Endowment (VLDB 2022)

Wenfei Fan, Ruochun Jin, Ping Lu, Chao Tian, Ruiqi Xu. Proc. VLDB Endow. 15(9): 1861-1874 (2022)，CCF推荐数据库A类会议，姓氏字母排序、主要贡献者，作为代表作收录入本人博士学位论文

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Discovering Association Rules from Big Graphs

Published in Proceedings of the VLDB Endowment (VLDB 2022)

Wenfei Fan, Wenzhi Fu, Ruochun Jin, Ping Lu, Chao Tian. Proc. VLDB Endow. 15(7): 1479-1492 (2022)，CCF推荐数据库A类会议，姓氏字母排序、主要贡献者，作为代表作收录入本人博士学位论文

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Capturing Associations in Graphs

Published in Proceedings of the VLDB Endowment (VLDB 2020)

Wenfei Fan, Ruochun Jin, Muyang Liu, Ping Lu, Chao Tian, Jingren Zhou. Proc. VLDB Endow. 13(11): 1863-1876 (2020)，CCF推荐数据库A类会议，姓氏字母排序、主要贡献者，作为代表作收录入本人博士学位论文

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Application Driven Graph Partitioning

Published in SIGMOD 2020

Wenfei Fan, Ruochun Jin, Muyang Liu, Ping Lu, Xiaojian Luo, Ruiqi Xu, Qiang Yin, Wenyuan Yu, Jingren Zhou. SIGMOD 2020: 1765-1779，CCF推荐数据库A类会议，姓氏字母排序

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Confusion Graph: Detecting Confusion Communities in Large Scale Image Classification

Published in IJCAI 2017

Ruochun Jin, Yong Dou, Yueqing Wang, Xin Niu. IJCAI 2017: 1980-1986，CCF推荐人工智能A类会议，第一作者，作为代表作收录入本人硕士学位论文

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扩散模型引导的根因分析

Published in 软件学报 2026

王浩天, 周学广, 王尚文, 靳若春, 黄万荣, 杨文婧, 王戟. 《软件学报》2026，CCF分级T1类顶级中文期刊

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Linking Entities across Relations and Graphs

Published in ACM Transactions on Database Systems (TODS), 2024

Wenfei Fan, Ping Lu, Kehan Pang, Ruochun Jin*, Wenyuan Yu. ACM Trans. Database Syst. (TODS) 49(1): 2:1-2:50 (2024)，CCF推荐数据库A类期刊，通讯作者

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Adaptive Asynchronous Parallelization of Graph Algorithms

Published in ACM Transactions on Database Systems (TODS), 2020

Wenfei Fan, Ping Lu, Wenyuan Yu, Jingbo Xu, Qiang Yin, Xiaojian Luo, Jingren Zhou, Ruochun Jin. ACM Trans. Database Syst. (TODS) 45(2): 6:1-6:45 (2020)，CCF推荐数据库A类期刊，姓氏字母排序

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