Demonstration of BobFlow: Human-Agent Collaboration Using Dataflows on Data Science Tasks
Summary: BobFlow uses dataflows as an interpretable abstraction for ReAct-based human–LLM collaboration on data-science tasks, avoiding conversational opacity and code-level complexity. Built on Apache Texera, it supports visual inspection of agent actions, feedback, and efficient, accurate task completion. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Jiadong Bai (University of California Irvine)
- 2. Yicong Huang (University of Massachusetts Amherst)
- 3. Chen Li (University of California Irvine)
BibTeX Citation
@article{bai_vldb26,
title = {{Demonstration of BobFlow: Human-Agent Collaboration Using Dataflows on Data Science Tasks}},
author = {Bai, Jiadong and Huang, Yicong and Li, Chen},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {12},
pages = {4718--4721},
doi = {10.14778/3827998.3828105},
url = {https://doi.org/10.14778/3827998.3828105},
year = {2026}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 325 | The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing | 2015 | VLDB | 0.00020964941 |
| 3,913 | DataChat: An Intuitive and Collaborative Data Analytics Platform | 2023 | SIGMOD | 6.9295933e-05 |
| 5,508 | SiriusBI: A Comprehensive LLM-Powered Solution for Data Analytics in Business Intelligence | 2025 | VLDB | 6.0997019e-05 |
| 9,078 | Texera: A System for Collaborative and Interactive Data Analytics Using Workflows | 2024 | VLDB | 5.2283159e-05 |
| 11,456 | IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems | 2025 | VLDB | 4.9793485e-05 |
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