RC
Reynold Cheng
cs.DBcs.AIcs.CLcs.LGcs.IRCOVID-19cs.DScs.SILocal travel behaviourPublic transport
On Valency
published · living versionsW_nemwv4j2·v1 · currentpublished
BIRD-RL: Scaling Agentic Reinforcement Learning over Stateful Data-Centric Environments
with Ge Qu, Jinyang Li, Xiaohan Xu, Xiaolong Li +4
1 version
Preprints & journals
46 papers in the corpus · 2015–2026BIRD-RL: Scaling Agentic Reinforcement Learning over Stateful Data-Centric Environments2610.29426v1 · Ge Qu, Jinyang Li, Xiaohan Xu et al.2026 · 0 citationsarXivon Valency
When Interfaces Speak: Data-Aware Generative UI Harness for Active Interaction2610.11123v1 · Xiaolong Li, Xiaohan Xu, Jinyang Li et al.2026 · 0 citationsarXiv
ORCA: Evaluating LLMs on Data Science Code Translation2609.30749v1 · Xiaolong Li, Jinyang Li, Bowen Qin et al.2026 · 0 citationsarXiv
Novel Claim or Déjà Vu? Rethinking "Contamination-Free'' Dynamic Evaluation for Multimodal Automated Fact-Checking2607.23514v1 · Haorui He, Xinwen Chen, Dacheng Wen et al.2026 · 0 citationsarXiv
TRL-Bench: Standardizing Cross-Paradigm Representation-Level Evaluation of Tabular Encoders2606.09323v1 · Wei Pang, Xiangru Jian, Hehan Li et al.2026 · 0 citationsarXiv
Efficient and Effective Table-Centric Table Union Search in Data Lakes2603.17298v1 · Yongkang Sun, Zhihao Ding, Huiqiang Wang et al.2026 · 0 citationsarXiv
Multi-granularity Spatiotemporal Flow Patterns2512.16255v2 · Chrysanthi Kosyfaki, Nikos Mamoulis, Reynold Cheng et al.2025 · 0 citationsarXiv
BIRD-INTERACT: Re-imagining Text-to-SQL Evaluation for Large Language Models via Lens of Dynamic Interactions2510.05318v3 · Nan Huo, Xiaohan Xu, Jinyang Li et al.2025 · 1 citationarXiv
Fact2Fiction: Targeted Poisoning Attack to Agentic Fact-checking System2508.06059v2 · Haorui He, Yupeng Li, Bin Benjamin Zhu et al.2025 · 1 citationarXiv
Debating Truth: Debate-driven Claim Verification with Multiple Large Language Model Agents2507.19090v4 · Haorui He, Yupeng Li, Dacheng Wen et al.2025 · 4 citationsarXiv
SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications2506.18951v4 · Jinyang Li, Xiaolong Li, Ge Qu et al.2025 · 0 citationsarXiv
Micro-Act: Mitigating Knowledge Conflict in LLM-based RAG via Actionable Self-Reasoning2506.05278v2 · Nan Huo, Jinyang Li, Bowen Qin et al.2025 · 0 citationsarXiv
SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL2506.00391v1 · Ge Qu, Jinyang Li, Bowen Qin et al.2025 · 3 citationsarXiv
BEACON: A Benchmark for Efficient and Accurate Counting of Subgraphs2504.10948v1 · Mohammad Matin Najafi, Xianju Zhu, Chrysanthi Kosyfaki et al.2025 · 0 citationsarXiv
On Efficient Approximate Aggregate Nearest Neighbor Queries over Learned Representations2502.18803v2 · Carrie Wang, Sihem Amer-Yahia, Laks V. S. Lakshmanan et al.2025 · 0 citationsProc. ACM Manag. Data, Vol. 4, No. 1 (SIGMOD), Article 58. Publication date: February 2026
Fast Maximum Common Subgraph Search: A Redundancy-Reduced Backtracking Approach2502.11557v1 · Kaiqiang Yu, Kaixin Wang, Cheng Long et al.2025 · 2 citationsarXiv
Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis2502.11812v2 · Xu Wang, Yan Hu, Wenyu Du et al.2025 · 0 citationsarXiv
Unlocking Continual Learning Abilities in Language Models2406.17245v2 · Wenyu Du, Shuang Cheng, Tongxu Luo et al.2024 · 6 citationsarXiv
Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation2405.15307v1 · Ge Qu, Jinyang Li, Bowen Li et al.2024 · 31 citationsarXiv
Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training2405.15319v2 · Wenyu Du, Tongxu Luo, Zihan Qiu et al.2024 · 6 citationsarXiv
Multi-order Graph Clustering with Adaptive Node-level Weight Learning2405.12183v1 · Ye Liu, Xuelei Lin, Yejia Chen et al.2024 · 5 citationsarXiv
A Sampling-based Framework for Hypothesis Testing on Large Attributed Graphs2403.13286v2 · Yun Wang, Chrysanthi Kosyfaki, Sihem Amer-Yahia et al.2024 · 0 citationsarXiv
Tapilot-Crossing: Benchmarking and Evolving LLMs Towards Interactive Data Analysis Agents2403.05307v1 · Jinyang Li, Nan Huo, Yan Gao et al.2024 · 0 citationsarXiv
A Survey on Knowledge Distillation of Large Language Models2402.13116v4 · Xiaohan Xu, Ming Li, Chongyang Tao et al.2024 · 66 citationsarXiv
Debiasing Recommendation with Personal Popularity2402.07425v2 · Wentao Ning, Reynold Cheng, Xiao Yan et al.2024 · 28 citationsarXiv
Identifying Frailty in Older Adults Receiving Home Care Assessment Using Machine Learning: Longitudinal Observational Study on the Role of Classifier, Feature Selection, and Sample Size.38875533 · Pan, Cheng, Luo, Hao, Cheung, Gary et al.2024 · 3 citationsJMIR AI. 2024;3:e44185
Combining interactive communication and nicotine replacement therapy for smokers: abridged secondary publication.38148648 · Wang, M P, Lam, T H, Viswanath, K et al.2024 · 0 citationsHong Kong medical journal = Xianggang yi xue za zhi. 2023;29 Suppl 7(6):4-8
Spatio-temporal flow patterns2310.04069v3 · Chrysanthi Kosyfaki, Nikos Mamoulis, Reynold Cheng et al.2023 · 0 citationsarXiv
Multi-domain Recommendation with Embedding Disentangling and Domain Alignment2308.05508v2 · Wentao Ning, Xiao Yan, Weiwen Liu et al.2023 · 32 citationsarXiv
Towards Mobility Data Science (Vision Paper)2307.05717v4 · Mohamed Mokbel, Mahmoud Sakr, Li Xiong et al.2023 · 4 citationsarXiv
Local travel behaviour under continuing COVID-19 waves- A proxy for pandemic fatigue?36694823 · Zhang, Nan, Hu, Tingrui, Shang, Shujia et al.2024 · 8 citationsTransportation research interdisciplinary perspectives. 2023;18:100757
Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing2301.07507v1 · Jinyang Li, Binyuan Hui, Reynold Cheng et al.2023 · 97 citationsarXiv
Clustering-based iterative heuristic framework for a non-emergency patients transportation problem.35966904 · Nasir, Jamal Abdul, Kuo, Yong-Hong, Cheng, Reynold2023 · 10 citationsJournal of transport & health. 2022;26:101411
Automatic Meta-Path Discovery for Effective Graph-Based Recommendation2112.12845v5 · Wentao Ning, Reynold Cheng, Jiajun Shen et al.2021 · 20 citationsarXiv
Erratum: Drug Repurposing for the Treatment of COVID-19: A Knowledge Graph Approach.34901385 · Yan, Vincent K C, Li, Xiaodong, Ye, Xuxiao et al.2022 · 6 citationsAdvanced therapeutics. 2021;4(10):2100179
Effects of Human Behavior Changes During the Coronavirus Disease 2019 (COVID-19) Pandemic on Influenza Spread in Hong Kong.33277643 · Zhang, Nan, Jia, Wei, Lei, Hao et al.2021 · 86 citationsClinical infectious diseases : an official publication of the Infectious Diseases Society of America. 2021;73(5):e1142-e1150
Identifying unmet non-COVID-19 health needs during the COVID-19 outbreak based on social media data: a proof-of-concept study in Wuhan city.34733955 · Yang, Wei-Fa, Zheng, Danping, Cheng, Reynold C K et al.2022 · 2 citationsAnnals of translational medicine. 2021;9(18):1403
Drug Repurposing for the Treatment of COVID-19: A Knowledge Graph Approach.34179346 · Yan, Vincent K C, Li, Xiaodong, Ye, Xuxiao et al.2024 · 20 citationsAdvanced therapeutics. 2021;4(7):2100055
Changes in local travel behaviour before and during the COVID-19 pandemic in Hong Kong.33589850 · Zhang, Nan, Jia, Wei, Wang, Peihua et al.2024 · 182 citationsCities (London, England). 2021;112:103139
An End-to-End Deep RL Framework for Task Arrangement in Crowdsourcing Platforms1911.01030v1 · Caihua Shan, Nikos Mamoulis, Reynold Cheng et al.2019 · 30 citationsarXiv
A General Early-Stopping Module for Crowdsourced Ranking1911.01042v1 · Caihua Shan, Leong Hou U, Nikos Mamoulis et al.2019 · 1 citationarXiv
Efficient Algorithms for Densest Subgraph Discovery1906.00341v2 · Yixiang Fang, Kaiqiang Yu, Reynold Cheng et al.2019 · 122 citationsarXiv
A Survey of Community Search Over Big Graphs1904.12539v2 · Yixiang Fang, Xin Huang, Lu Qin et al.2019 · 342 citationsarXiv
Detecting Data Errors with Statistical Constraints1902.09711v1 · Jing Nathan Yan, Oliver Schulte, Jiannan Wang et al.2019 · 2 citationsarXiv
T-Crowd: Effective Crowdsourcing for Tabular Data1708.02125v1 · Caihua Shan, Nikos Mamoulis, Guoliang Li et al.2017 · 14 citationsarXiv
Online Influence Maximization (Extended Version)1506.01188v1 · Siyu Lei, Silviu Maniu, Luyi Mo et al.2015 · 142 citationsarXiv
Career total: 294 works. 46 are in this corpus.
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