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Piotr Indyk

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titleconferencedate
A Bi-metric Framework for Fast Similarity SearchExtroverted Sublinear Algorithms 20242024-06-17
Proposes a bi-metric pipeline that builds indices with a cheap proxy (Euclidean embeddings, sketched) and queries with an expensive ground-truth (cross-encoder…
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A Near-Linear Time Algorithm for the Chamfer DistanceSketching and Algorithm Design 20232023-10-09
Claim: a one-plus-epsilon approximation to Chamfer distance in near-linear time, roughly O(d n log n / ε^2), achieved by computing crude nearest-neighbor…
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Embeddings and labeling schemes for A*ITCS 20222022-01-31
Proves nearly tight tradeoffs between heuristic complexity and A scans: for Lp embeddings with dimension D < N/log N A scans Ω(N) on average; for L∞ or…
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Learning-Augmented Sketches for Frequency EstimationSublinear Algorithms and Nearest-Neighbor Search2018-11-27
Augments hashing-based frequency sketches with a learned binary oracle (RNN and decision-tree attempts) that flags heavy items after training on a prefix, then…
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