Dynamic ACA attacks on ALEX cause up to 2-2.8x lookup slowdown while static poisoning has minimal impact under bulk loading, with strong dependence on key distribution.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2representative citing papers
MountDB extends RocksDB with Memtable-level model reuse and a block-aware learned disk index, reporting up to 1.5X write and 2.1X read throughput over state-of-the-art on large-scale workloads.
citing papers explorer
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Poisoning Learned Index Structures: Static and Dynamic Adversarial Attacks on ALEX
Dynamic ACA attacks on ALEX cause up to 2-2.8x lookup slowdown while static poisoning has minimal impact under bulk loading, with strong dependence on key distribution.
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A Pragmatic Approach to Learned Indexing in RocksDB: Targeted Optimizations with Minimal System Modification
MountDB extends RocksDB with Memtable-level model reuse and a block-aware learned disk index, reporting up to 1.5X write and 2.1X read throughput over state-of-the-art on large-scale workloads.