This work proposes a new paradigm called the Data Agent, designed to manage, process, and analyze data with minimal human intervention, and develops two specialized agents: the data analytics agent and the data science agent.
Guo-Liang Li, Pei-Yao Zhou, Xuan-He Zhou et al.· IEEE Transactions on Knowled...· 0 citations
This tutorial introduces the workflow and architecture of agentic memory systems, and summarizes their operators, storage, and optimization techniques, aiming to inspire further innovation and progress in this exciting field.
Guo-Liang Li, Jia-Qi Tian, Xuan-He Zhou· Proceedings of the VLDB Endo...· 0 citations
Conference attendees will experience how DBCooker seamlessly transforms high-level SQL function requests into validated, kernel-ready code for mainstream databases (e.g., SQLite, PostgreSQL, DuckDB).
Wei Zhou, Xuan-He Zhou, Qi-Kang He et al.· Proceedings of the VLDB Endo...· 1 citation
NIO-Weaver is presented, an end-to-end CAN signal analytics system within a graph-augmented multi-agent framework that outperforms baselines by up to 67.2% and an optimized retrieval method that extracts terms from queries and performs hybrid retrieval is proposed.
Wei Zhou, Hao-Yu Zhao, Rui-Guang Zhong et al.· Proceedings of the VLDB Endo...· 1 citation
HiEviDR-Bench is introduced, a benchmark for evaluating Hierarchical Evidence Aggregation in Deep Research and a traceability-oriented evaluation framework with five dimensions: report quality, evidence traceability, citation accuracy, claim verification, and answer correctness, together with a progressive gating mecha...
Yu-Bo Sun, Chunyi Peng, Yu-Kun Yan et al.· arXiv.org· 0 citations
UltraX is proposed, a function-calling refinement framework for large-scale pre-training data that completes the editing function space by introducing insertion in addition to deletion and modification, enabling fine-grained instance-level editing.
Xinlong Zhao, Dongsheng Liu, Hengyu Zhao et al.· 0 citations
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