Decentralized Actor Scheduling and Reference-based Storage in Xorbits: a Native Scalable Data Science Engine
Summary: Xorbits’ decentralized actor model (Xoscar) avoids a global scheduler to enable fine-grained distribution of pipeline operators. Reference-based distributed storage unifies heterogeneous memory and key-level intermediates, yielding up to 3.22× speedups. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Weizheng Lu
- 2. Chao Hui
- 3. Yunhai Wang
- 4. Feng Zhang
- 5. Yueguo Chen
- 6. Bao Liu
- 7. Chengjie Li
- 8. Zhaoxin Wu
- 9. Xuye Qin
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,243 | TPCx-AI under the Microscope: A Benchmarking Debt Analysis | 2026 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 539 | Shark: SQL and Rich Analytics at Scale | 2013 | SIGMOD | 0.00020615453 |
| 1,427 | Towards Scalable Dataframe Systems | 2020 | VLDB | 0.00012033503 |
| 2,761 | Giraph Unchained: Barrierless Asynchronous Parallel Execution in Pregel-like Graph Processing Systems | 2015 | VLDB | 8.1616217e-05 |
| 2,955 | Magpie: Python at Speed and Scale using Cloud Backends | 2021 | CIDR | 7.8188583e-05 |
| 3,254 | Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks | 2020 | SIGMOD | 7.3172324e-05 |
| 3,772 | Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System | 2022 | VLDB | 6.7736479e-05 |
| 4,776 | PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes | 2021 | VLDB | 5.9263134e-05 |
| 5,615 | TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems | 2023 | VLDB | 5.409e-05 |
| 6,683 | Adaptive and Robust Query Execution for Lakehouses at Scale | 2024 | VLDB | 4.9593505e-05 |
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| 2,855 | Exploiting Matrix Dependency for Efficient Distributed Matrix Computation | 2015 | SIGMOD | 8.013421e-05 |
| 4,601 | Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches | 2021 | VLDB | 6.05274e-05 |
| 7,819 | GraphScope: A One-Stop Large Graph Processing System | 2021 | VLDB | 4.6397234e-05 |
| 6,539 | ConnectorX: Accelerating Data Loading From Databases to Dataframes | 2022 | VLDB | 5.0168759e-05 |
| 3,060 | Rethinking Data-Intensive Science Using Scalable Analytics Systems | 2015 | SIGMOD | 7.639315e-05 |
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.0002050918 |
| 2,179 | Spinning Fast Iterative Data Flows | 2012 | VLDB | 9.3632007e-05 |
| 6,833 | An Algebraic Approach for Data-Centric Scientific Workflows | 2011 | VLDB | 4.907413e-05 |
| 10,492 | Fast and Scalable Data Transfer Across Data Systems | 2025 | SIGMOD | 4.1905499e-05 |