Progressive Compressed Records: Taking a Byte out of Deep Learning Data
Summary: PCRs: a data format that combines progressive compression with an efficient layout to view datasets at multiple levels, reducing training transfer. >50% compression tolerated; auto level selection; runtime access at ~50% bandwidth, enabling speedups. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,175 | FastFlow: Accelerating Deep Learning Model Training with Smart Offloading of Input Data Pipeline | 2023 | VLDB | 6.3772575e-05 |
| 8,782 | AWARE: Workload-aware, Redundancy-exploiting Linear Algebra | 2023 | SIGMOD | 4.4478585e-05 |
| 11,226 | Homomorphic Compression: Making Text Processing on Compression Unlimited | 2023 | SIGMOD | 4.1905499e-05 |
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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 |
|---|---|---|---|---|
| 132 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.00043697853 |
| 1,500 | Analyzing and Mitigating Data Stalls in DNN Training | 2021 | VLDB | 0.00011636174 |
| 2,072 | HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics | 2016 | VLDB | 9.6300019e-05 |
| 2,175 | tf.data: A Machine Learning Data Processing Framework | 2021 | VLDB | 9.3745231e-05 |
| 5,124 | Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning | 2019 | VLDB | 5.6747536e-05 |
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