PPaperPicks

Bingsheng He

National University of Singapore, Department of Computer Science, Singapore

66 papers at tracked venues · 61 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-8618-4581 ↗Google Scholar ↗Homepage ↗

Venues

SIGMOD ×13VLDB ×11ICDE ×6ICLR ×6WWW ×6AAAI ×5ACL ×4NeurIPS ×4SIGKDD ×3EMNLP ×2ICML ×2EDBT ×1IJCAI ×1NAACL ×1SIGIR ×1

Frequent coauthors

Jiaxin Jiang
×14
Bryan Hooi
×10
Shixuan Sun
×9
Jun Hu
×8
Bingqiao Luo
×7
Junyi Hou
×7
Zhen Zhang
×7
Yuan Li
×6
Qian Wang
×6
Zemin Liu
×6
Jia Chen
×6
Yao Chen
×6

Papers

  1. 'They've Stolen My GPL-Licensed Model!': Toward Standardized and Transparent Model Licensing
    WWW 2026 ·
    Moming Duan
    ,
    Rui Zhao
    ,
    Linshan Jiang
    ,
    Nigel Shadbolt
    , Bingsheng He
  2. ABFlow: Alert Bursting Flow Query in Streaming Temporal Flow Networks
    SIGMOD 2026 ·
    Yunxiang Zhao
    ,
    Lyu Xu
    ,
    Jiaxin Jiang
    ,
    Byron Choi
    ,
    Jianliang Xu
    , Bingsheng He
  3. Automating Database-Native Function Code Synthesis with LLMs
    SIGMOD 2026 ·
    Wei Zhou
    ,
    Xuanhe Zhou
    ,
    Qikang He
    ,
    Guoliang Li
    , Bingsheng He,
    Quanqing Xu
    ,
    Fan Wu
  4. DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs
    AAAI 2026 ·
    Yuan Li
    ,
    Jun Hu
    ,
    Bryan Hooi
    , Bingsheng He,
    Cheng Chen
  5. Diversity Collapse in Multi-Agent LLM Systems: Structural Coupling and Collective Failure in Open-Ended Idea Generation
    ACL 2026 ·
    Nuo Chen
    ,
    Yicheng Tong
    ,
    Yuzhe Yang
    ,
    Yufei He
    ,
    Xueyi Zhang
    ,
    Qingyun Zou
    ,
    Qian Wang
    , Bingsheng He
  6. Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning
    AAAI 2026 ·
    Jun Hu
    ,
    Shangheng Chen
    ,
    Yufei He
    ,
    Yuan Li
    ,
    Bryan Hooi
    , Bingsheng He
  7. FaaSBoard: Efficient Graph Processing with a Disaggregated Architecture on Serverless Services
    SIGMOD 2026 ·
    Yushi Liu
    ,
    Yikang Ruan
    ,
    Letian Ruan
    ,
    Zijun Li
    ,
    Sen Gao
    ,
    Weihao Cui
    ,
    Shixuan Sun
    ,
    Quan Chen
    ,
    Shuo Quan
    ,
    Jie Wu
    , Bingsheng He,
    Minyi Guo
  8. FeatInsight: An Online ML Feature Management System on 4Paradigm Sage-Studio Platform
    SIGMOD 2026 ·
    Xin Tong
    ,
    Xuanhe Zhou
    , Bingsheng He,
    Guoliang Li
    ,
    Zirui Tang
    ,
    Wei Zhou
    ,
    Long Deng
    ,
    Mian Lu
    ,
    Yuqiang Chen
    ,
    Fan Wu
  9. Incremental GNN Embedding Computation on Streaming Graphs
    ICDE 2026 ·
    Qiange Wang
    ,
    Haoran Lv
    ,
    Yanfeng Zhang
    ,
    Weng-Fai Wong
    , Bingsheng He
  10. MGI: A Communication Framework for Data Processing in Massive GPU Infrastructures
    VLDB 2026 ·
    Di Wu
    ,
    Hongshi Tan
    ,
    Hanzhang Yang
    , Bingsheng He,
    Qizhen Zhang
  11. NTSFormer: A Self-Teaching Graph Transformer for Multimodal Isolated Cold-Start Node Classification
    AAAI 2026 ·
    Jun Hu
    ,
    Yufei He
    ,
    Yuan Li
    ,
    Bryan Hooi
    , Bingsheng He
  12. ORDER: Optimal Routing with Path Indexing in Exchange Graph [Data-Intensive & Data Science Application]
    SIGMOD 2026 ·
    Bingqiao Luo
    ,
    Yuhang Chen
    ,
    Yuheng Cong
    ,
    Ziyu He
    ,
    Jiaxin Jiang
    ,
    Shixuan Sun
    , Bingsheng He,
    Wee Howe Ang
  13. PaperDebugger: A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing
    WWW 2026 ·
    Junyi Hou
    ,
    Andre Huikai Lin
    ,
    Nuo Chen
    ,
    Yiwei Gong
    , Bingsheng He
  14. Robust Multimodal Recommendation via Graph Retrieval-Enhanced Modality Completion
    SIGIR 2026 ·
    Yuan Li
    ,
    Jun Hu
    ,
    Jiaxin Jiang
    ,
    Bryan Hooi
    , Bingsheng He
  15. StreamFP: Fingerprint-guided Data Selection for Efficient Stream Learning
    WWW 2026 ·
    Changwu Li
    ,
    Tongjun Shi
    ,
    Shuhao Zhang
    ,
    Binbin Chen
    , Bingsheng He,
    Xiaofei Liao
    ,
    Hai Jin
  16. TRADER: Real-time Arbitrage Detection via Negative Cycles on Dynamic Graphs
    ICDE 2026 ·
    Bingqiao Luo
    ,
    Yuhang Chen
    ,
    Jiaxin Jiang
    ,
    Yuheng Cong
    ,
    Ziyu He
    ,
    Shixuan Sun
    , Bingsheng He,
    Wee Howe Ang
  17. WikiDBGraph: A Data Management Benchmark Suite for Collaborative Learning Over Database Silos
    ICDE 2026 ·
    Zhaomin Wu
    ,
    Ziyang Wang
    , Bingsheng He
  18. XtraGPT: Context-Aware and Controllable Academic Paper Revision via Human-AI Collaboration
    ACL 2026 ·
    Nuo Chen
    ,
    Andre Huikai Lin
    ,
    Jiaying Wu
    ,
    Junyi Hou
    ,
    Zining Zhang
    ,
    Qian Wang
    ,
    Xidong Wang
    , Bingsheng He
  19. Accelerating D-Core Maintenance over Dynamic Directed Graphs
    ICDE 2025 ·
    Xuankun Liao
    ,
    Qing Liu
    ,
    Jiaxin Jiang
    ,
    Byron Choi
    , Bingsheng He,
    Jianliang Xu
  20. Adapting Precomputed Features for Efficient Graph Condensation
    ICML 2025 ·
    Yuan Li
    ,
    Jun Hu
    ,
    Zemin Liu
    ,
    Bryan Hooi
    ,
    Jia Chen
    , Bingsheng He
  21. Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation
    WWW 2025 ·
    Zhen Zhang
    , Bingsheng He
  22. An Efficient Memoization Engine for Concurrent Graph Query Processing
    ICDE 2025 ·
    Sen Gao
    ,
    Shengliang Lu
    ,
    Shixuan Sun
    ,
    Yuchen Li
    , Bingsheng He
  23. Blurred Encoding for Trajectory Representation Learning
    SIGKDD 2025 ·
    Silin Zhou
    ,
    Yao Chen
    ,
    Shuo Shang
    ,
    Lisi Chen
    , Bingsheng He,
    Ryosuke Shibasaki
  24. Bursting Flow Query on Large Temporal Flow Networks
    SIGMOD 2025 ·
    Lyu Xu
    ,
    Jiaxin Jiang
    ,
    Byron Choi
    ,
    Jianliang Xu
    , Bingsheng He
  25. Clementi: Efficient Load Balancing and Communication Overlap for Multi-FPGA Graph Processing
    SIGMOD 2025 ·
    Feng Yu
    ,
    Hongshi Tan
    ,
    Xinyu Chen
    ,
    Yao Chen
    , Bingsheng He,
    Weng-Fai Wong
  26. Community Detection in Heterogeneous Information Networks Without Materialization
    SIGMOD 2025 ·
    Jiaxin Jiang
    ,
    Siyuan Yao
    ,
    Yuhang Chen
    , Bingsheng He,
    Yudong Niu
    ,
    Yuchen Li
    ,
    Shixuan Sun
    ,
    Yongchao Liu
  27. Dupin: A Parallel Framework for Densest Subgraph Discovery in Fraud Detection on Massive Graphs
    SIGMOD 2025 ·
    Jiaxin Jiang
    ,
    Siyuan Yao
    ,
    Yuchen Li
    ,
    Qiange Wang
    , Bingsheng He,
    Min Chen
  28. Efficient Graph Data Access for Out-of-Memory GPU Streaming Graph Processing
    VLDB 2025 ·
    Qiange Wang
    ,
    Yongze Yan
    ,
    Hongshi Tan
    ,
    Cheng Chen
    ,
    Cheng Zhao
    ,
    Jiaming Tian
    ,
    Jiaxin Jiang
    ,
    Xiaoliang Cong
    ,
    Yanfeng Zhang
    ,
    Ge Yu
    ,
    Weng-Fai Wong
    , Bingsheng He
  29. Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance
    NAACL 2025 ·
    Borui Xu
    ,
    Yao Chen
    ,
    Zeyi Wen
    ,
    Weiguo Liu
    , Bingsheng He
  30. Federated Data-Efficient Instruction Tuning for Large Language Models
    ACL 2025 ·
    Zhen Qin
    ,
    Zhaomin Wu
    , Bingsheng He,
    Shuiguang Deng
  31. ML-Asset Management: Curation, Discovery, and Utilization
    VLDB 2025 ·
    Mengying Wang
    ,
    Moming Duan
    ,
    Yicong Huang
    ,
    Chen Li
    , Bingsheng He,
    Yinghui Wu
  32. MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs
    ACL 2025 ·
    Qian Wang
    ,
    Tianyu Wang
    ,
    Zhenheng Tang
    ,
    Qinbin Li
    ,
    Nuo Chen
    ,
    Jingsheng Liang
    , Bingsheng He
  33. Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation
    AAAI 2025 ·
    Jun Hu
    ,
    Bryan Hooi
    , Bingsheng He,
    Yinwei Wei
  34. Model-based Large Language Model Customization as Service
    EMNLP 2025 ·
    Zhaomin Wu
    ,
    Jizhou Guo
    ,
    Junyi Hou
    , Bingsheng He,
    Lixin Fan
    ,
    Qiang Yang
  35. Multi-Label Node Classification with Label Influence Propagation
    ICLR 2025 ·
    Yifei Sun
    ,
    Zemin Liu
    ,
    Bryan Hooi
    ,
    Yang Yang
    ,
    Rizal Fathony
    ,
    Jia Chen
    , Bingsheng He
  36. NodeImport: Imbalanced Node Classification with Node Importance Assessment
    SIGKDD 2025 ·
    Nan Chen
    ,
    Zemin Liu
    ,
    Bryan Hooi
    , Bingsheng He,
    Jun Hu
    ,
    Jia Chen
  37. OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML
    SIGMOD 2025 ·
    Xuanhe Zhou
    ,
    Wei Zhou
    ,
    Liguo Qi
    ,
    Hao Zhang
    ,
    Dihao Chen
    , Bingsheng He,
    Mian Lu
    ,
    Guoliang Li
    ,
    Fan Wu
    ,
    Yuqiang Chen
  38. Position: Current Model Licensing Practices are Dragging Us into a Quagmire of Legal Noncompliance
    ICML 2025 ·
    Moming Duan
    ,
    Mingzhe Du
    ,
    Rui Zhao
    ,
    Mengying Wang
    ,
    Yinghui Wu
    ,
    Nigel Shadbolt
    , Bingsheng He
  39. RICH: Real-time Identification of negative Cycles for High-efficiency Arbitrage
    VLDB 2025 ·
    Bingqiao Luo
    ,
    Jiaxin Jiang
    ,
    Yuhang Chen
    ,
    Junyi Hou
    ,
    Cheng Jun Tey
    ,
    Ziyang Qiu
    , Bingsheng He,
    Spencer Xiao
    ,
    Dominic Ong
    ,
    Wee Howe Ang
  40. Revisiting the Design of In-Memory Dynamic Graph Storage
    SIGMOD 2025 ·
    Jixian Su
    ,
    Chiyu Hao
    ,
    Shixuan Sun
    ,
    Hao Zhang
    ,
    Sen Gao
    ,
    Jiaxin Jiang
    ,
    Yao Chen
    ,
    Chenyi Zhang
    , Bingsheng He,
    Minyi Guo
  41. ScalaGBM: Memory Efficient GBDT Training for High-Dimensional Data on GPU
    SIGKDD 2025 ·
    Borui Xu
    ,
    Zeyi Wen
    ,
    Yao Chen
    ,
    Weiguo Liu
    ,
    Weng-Fai Wong
    , Bingsheng He
  42. Towards Unsupervised Open-Set Graph Domain Adaptation via Dual Reprogramming
    NeurIPS 2025 ·
    Zhen Zhang
    , Bingsheng He
  43. Vista: Vector Indexing and Search for Large-Scale Imbalanced Datasets
    ICDE 2025 ·
    Yujian Fu
    ,
    Cheng Chen
    ,
    Yao Chen
    ,
    Weng-Fai Wong
    , Bingsheng He
  44. Bandwidth Expansion via CXL: A Pathway to Accelerating In-Memory Analytical Processing
    VLDB 2024 ·
    Wentao Huang
    ,
    Mo Sha
    ,
    Mian Lu
    ,
    Yuqiang Chen
    , Bingsheng He,
    Kian-Lee Tan
  45. Collaborate to Adapt: Source-Free Graph Domain Adaptation via Bi-directional Adaptation
    WWW 2024 ·
    Zhen Zhang
    ,
    Meihan Liu
    ,
    Anhui Wang
    ,
    Hongyang Chen
    ,
    Zhao Li
    ,
    Jiajun Bu
    , Bingsheng He
  46. Consistency Training with Learnable Data Augmentation for Graph Anomaly Detection with Limited Supervision
    ICLR 2024 ·
    Nan Chen
    ,
    Zemin Liu
    ,
    Bryan Hooi
    , Bingsheng He,
    Rizal Fathony
    ,
    Jun Hu
    ,
    Jia Chen
  47. CryptoTrade: A Reflective LLM-based Agent to Guide Zero-shot Cryptocurrency Trading
    EMNLP 2024 ·
    Yuan Li
    ,
    Bingqiao Luo
    ,
    Qian Wang
    ,
    Nuo Chen
    ,
    Xu Liu
    , Bingsheng He
  48. EX-Graph: A Pioneering Dataset Bridging Ethereum and X
    ICLR 2024 ·
    Qian Wang
    ,
    Zhen Zhang
    ,
    Zemin Liu
    ,
    Shengliang Lu
    ,
    Bingqiao Luo
    , Bingsheng He
  49. Effective and Efficient Federated Tree Learning on Hybrid Data
    ICLR 2024 ·
    Qinbin Li
    ,
    Chulin Xie
    ,
    Xiaojun Xu
    ,
    Xiaoyuan Liu
    ,
    Ce Zhang
    ,
    Bo Li
    , Bingsheng He,
    Dawn Song
  50. Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality
    SIGMOD 2024 ·
    Xilin Tang
    ,
    Feng Zhang
    ,
    Shuhao Zhang
    ,
    Yani Liu
    , Bingsheng He,
    Xiaoyong Du
  51. Exploiting Label Skews in Federated Learning with Model Concatenation
    AAAI 2024 ·
    Yiqun Diao
    ,
    Qinbin Li
    , Bingsheng He
  52. Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data
    NeurIPS 2024 ·
    Zhaomin Wu
    ,
    Junyi Hou
    ,
    Yiqun Diao
    , Bingsheng He
  53. FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework
    VLDB 2024 ·
    Junyi Mei
    ,
    Shixuan Sun
    ,
    Chao Li
    ,
    Cheng Xu
    ,
    Cheng Chen
    ,
    Yibo Liu
    ,
    Jing Wang
    ,
    Cheng Zhao
    ,
    Xiaofeng Hou
    ,
    Minyi Guo
    , Bingsheng He,
    Xiaoliang Cong
  54. LLM-PBE: Assessing Data Privacy in Large Language Models
    VLDB 2024 ·
    Qinbin Li
    ,
    Junyuan Hong
    ,
    Chulin Xie
    ,
    Jeffrey Tan
    ,
    Rachel Xin
    ,
    Junyi Hou
    ,
    Xavier Yin
    ,
    Zhun Wang
    ,
    Dan Hendrycks
    ,
    Zhangyang Wang
    ,
    Bo Li
    , Bingsheng He,
    Dawn Song
  55. ModelGo: A Practical Tool for Machine Learning License Analysis
    WWW 2024 ·
    Moming Duan
    ,
    Qinbin Li
    , Bingsheng He
  56. Multi-Chain Graphs of Graphs: A New Approach to Analyzing Blockchain Datasets
    NeurIPS 2024 ·
    Bingqiao Luo
    ,
    Zhen Zhang
    ,
    Qian Wang
    , Bingsheng He
  57. OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams
    VLDB 2024 ·
    Yiqun Diao
    ,
    Yutong Yang
    ,
    Qinbin Li
    , Bingsheng He,
    Mian Lu
  58. OFL-W3: A One-shot Federated Learning System on Web 3.0
    VLDB 2024 ·
    Linshan Jiang
    ,
    Moming Duan
    , Bingsheng He,
    Yulin Sun
    ,
    Peishen Yan
    ,
    Yang Hua
    ,
    Tao Song
  59. Partitioning Message Passing for Graph Fraud Detection
    ICLR 2024 ·
    Wei Zhuo
    ,
    Zemin Liu
    ,
    Bryan Hooi
    , Bingsheng He,
    Guang Tan
    ,
    Rizal Fathony
    ,
    Jia Chen
  60. Practical Hybrid Gradient Compression for Federated Learning Systems
    IJCAI 2024 ·
    Sixu Hu
    ,
    Linshan Jiang
    , Bingsheng He
  61. RUSH: Real-time Burst Subgraph Discovery in Dynamic Graphs
    VLDB 2024 ·
    Yuhang Chen
    ,
    Jiaxin Jiang
    ,
    Shixuan Sun
    , Bingsheng He,
    Min Chen
  62. Revisiting, Benchmarking and Understanding Unsupervised Graph Domain Adaptation
    NeurIPS 2024 ·
    Meihan Liu
    ,
    Zhen Zhang
    ,
    Jiachen Tang
    ,
    Jiajun Bu
    , Bingsheng He,
    Sheng Zhou
  63. Spade: A Real-Time Fraud Detection Framework
    VLDB 2024 ·
    Jiaxin Jiang
    ,
    Zhen Zhang
    ,
    Bingqiao Luo
    , Bingsheng He,
    Min Chen
    ,
    Wei Yang Wang
    ,
    Jia Chen
  64. TaC: An Anti-Caching Key-Value Store on Heterogeneous Memory Architectures
    EDBT 2024 ·
    Yunhong Ji
    ,
    Wentao Huang
    ,
    Xuan Zhou
    , Bingsheng He,
    Kian-Lee Tan
  65. VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks
    ICLR 2024 ·
    Zhaomin Wu
    ,
    Junyi Hou
    , Bingsheng He
  66. uBlade: Efficient Batch Processing for Uncertainty Graph Queries
    SIGMOD 2024 ·
    Siyuan Yao
    ,
    Yuchen Li
    ,
    Shixuan Sun
    ,
    Jiaxin Jiang
    , Bingsheng He