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cs.LG2026
Entropy-Punctured Bloom Filters for Memory-Efficient Machine Learning
John Cartmell, Mihaela Cardei, Ionut Cardei
Memory-efficient feature representations are increasingly important in machine learning settings where storage, transmission cost, bandwidth, or privacy constraints limit access to…
cs.LG2025
Bloom Filter Encoding for Machine Learning
John Cartmell, Mihaela Cardei, Ionut Cardei
We present a method that uses a Bloom filter transform to preprocess data for machine learning. Each sample is encoded into a compact bit-array representation using hash-based enco…