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ArrayMorph: Optimizing Hyperslab Queries on the Cloud for Machine Learning Pipelines
Summary: Cost-based multi-phase optimizer for cloud hyperslab (subtensor) reads that models array serialization, chunking, and platform costs to auto-select chunk reads, byte-ranges, or server-side lambdas. Integrates with PyTorch; reduces transferred data up to 9.8×, speeds pipelines up to 1.7× and lowers monetary cost up to 9×.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13953
- Venue
- VLDB
- Year
- 2025
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,670 | 25.85%
- DOI
-
10.14778/3746405.3746437
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 17 of 17 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 66 |
Spark SQL: Relational Data Processing in Spark |
2015 |
SIGMOD |
0.00061707583 |
| 70 |
Hive - A Warehousing Solution Over a Map-Reduce Framework |
2009 |
VLDB |
0.00059744625 |
| 167 |
The Snowflake Elastic Data Warehouse |
2016 |
SIGMOD |
0.00039408116 |
| 317 |
NoScope: Optimizing Neural Network Queries over Video at Scale |
2017 |
VLDB |
0.0002798145 |
| 319 |
Overview of SciDB: Large Scale Array Storage, Processing and Analysis |
2010 |
SIGMOD |
0.00027771951 |
| 424 |
Amazon Redshift and the Case for Simpler Data Warehouses |
2015 |
SIGMOD |
0.00023604384 |
| 731 |
The TileDB Array Data Storage Manager |
2017 |
VLDB |
0.0001743996 |
| 1,324 |
Starling: A Scalable Query Engine on Cloud Functions |
2020 |
SIGMOD |
0.00012585081 |
| 1,878 |
ArrayStore: A Storage Manager for Complex Parallel Array Processing |
2011 |
SIGMOD |
0.00010229691 |
| 2,420 |
Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure |
2020 |
SIGMOD |
8.8474951e-05 |
| 2,795 |
Towards Demystifying Serverless Machine Learning Training |
2021 |
SIGMOD |
8.1135606e-05 |
| 4,672 |
FlexPushdownDB: Hybrid Pushdown and Caching in a Cloud DBMS |
2021 |
VLDB |
6.001444e-05 |
| 4,839 |
ChronosDB: Distributed, File Based, Geospatial Array DBMS |
2018 |
VLDB |
5.8821036e-05 |
| 5,961 |
Skew-Aware Join Optimization for Array Databases |
2015 |
SIGMOD |
5.2510172e-05 |
| 6,502 |
Similarity Join over Array Data |
2016 |
SIGMOD |
5.0288901e-05 |
| 7,063 |
CompuCache: Remote Computable Caching using Spot VMs |
2022 |
CIDR |
4.8397918e-05 |
| 9,601 |
SkyPIE: A Fast & Accurate Oracle for Object Placement |
2024 |
SIGMOD |
4.3136057e-05 |
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