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20082026
most citedPractical and Optimal LSH for Angular Distance

209 citations · 414 across the 29 of their papers we have counts for

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cs.DS2026

Efficient Algorithms for Adversarially Robust Approximate Nearest Neighbor Search

Alexandr Andoni, Themistoklis Haris, Esty Kelman +1

We study the Approximate Nearest Neighbor (ANN) problem under a powerful adaptive adversary that controls both the dataset and a sequence of queries. Primarily, for the high-di…

cs.DS2023

Data Structures for Density Estimation

Anders Aamand, Alexandr Andoni, Justin Y. Chen +3

We study statistical/computational tradeoffs for the following density estimation problem: given distributions over a discrete domain of size , and sampli…

cs.DS2021

Estimating the Longest Increasing Subsequence in Nearly Optimal Time

Alexandr Andoni, Negev Shekel Nosatzki, Sandip Sinha +1

Longest Increasing Subsequence (LIS) is a fundamental statistic of a sequence, and has been studied for decades. While the LIS of a sequence of length can be computed exactly i…

cs.DS2021★ 1 cited

Learning to Hash Robustly, Guaranteed

Alexandr Andoni, Daniel Beaglehole

The indexing algorithms for the high-dimensional nearest neighbor search (NNS) with the best worst-case guarantees are based on the randomized Locality Sensitive Hashing (LSH), and…

cs.DS2021

From Average Embeddings To Nearest Neighbor Search

Alexandr Andoni, David Cheikhi

In this note, we show that one can use average embeddings, introduced recently in [Naor'20, arXiv:1905.01280], to obtain efficient algorithms for approximate nearest neighbor searc…

cs.DS2020

Streaming Complexity of SVMs

Alexandr Andoni, Collin Burns, Yi Li +2

We study the space complexity of solving the bias-regularized SVM problem in the streaming model. This is a classic supervised learning problem that has drawn lots of attention, in…