Sparsity-Dimension Trade-Offs for Oblivious Subspace Embeddings
Summary: Establishes sharp sparsity–dimension lower bounds for oblivious subspace embeddings, recovering explicit d²/ε² dependence at low sparsity. A second regime yields strong d- and ε-dependent bounds, substantially improving prior results and exposing a broader m–d–ε–s–δ trade-off. (summarized by gpt-5.6-luna on Jul 26 2026)
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Authors
- 1. Yi Li (Nanyang Technological University)
- 2. Mingmou Liu (Nanjing University)
BibTeX Citation
@inproceedings{li_pods26,
address = {New York, NY, USA},
series = {{PODS} '26},
title = {{Sparsity-Dimension Trade-Offs for Oblivious Subspace Embeddings}},
url = {https://dl.acm.org/doi/10.1145/3801912},
doi = {10.1145/3801912},
booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
publisher = {Association for Computing Machinery},
author = {Li, Yi and Liu, Mingmou},
year = {2026}
}
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| 11,529 | Lower Bounds for Sparse Oblivious Subspace Embeddings | 2022 | PODS | 5.093636e-05 |
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