MoRER builds an ER model repository via feature distribution clustering of tasks, achieving competitive results with limited labels versus active learning, transfer learning, and self-supervised methods on three multi-source datasets.
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Ring-buffer shuffle achieves amortized O(1) synchronization per batch and O(M) memory use, outperforming prior methods by up to 300% on 192-core systems in query engine benchmarks.
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Efficient Model Repository for Entity Resolution: Construction, Search, and Integration
MoRER builds an ER model repository via feature distribution clustering of tasks, achieving competitive results with limited labels versus active learning, transfer learning, and self-supervised methods on three multi-source datasets.
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One Ring to Shuffle Them All: Scalable Intra-Process Data Redistribution with Ring-Buffer Shuffle in Redpanda Oxla
Ring-buffer shuffle achieves amortized O(1) synchronization per batch and O(M) memory use, outperforming prior methods by up to 300% on 192-core systems in query engine benchmarks.