activity
20222025
most citedOn The Computational Complexity of Self-Attention

31 citations · 31 across the 6 of their papers we have counts for

collaborators

7 papers

cs.DS2025

An Exact Algorithm for the Unanimous Vote Problem

Feyza Duman Keles, Lisa Hellerstein, Kunal Marwaha +2

Consider independent, biased coins, each with a known probability of heads. Presented with an ordering of these coins, flip (i.e., toss) each coin once, in that order, until we…

cs.DS2025

Query Efficient Structured Matrix Learning

Noah Amsel, Pratyush Avi, Tyler Chen +5

We study the problem of learning a structured approximation (low-rank, sparse, banded, etc.) to an unknown matrix given access to matrix-vector product (matvec) queries of the…

math.NA2025

Quasi-optimal hierarchically semi-separable matrix approximation

Noah Amsel, Tyler Chen, Feyza Duman Keles +4

We present a randomized algorithm for producing a quasi-optimal hierarchically semi-separable (HSS) approximation to an matrix using only matrix-vector products wit…

cs.DS2024

Near-optimal hierarchical matrix approximation from matrix-vector products

Tyler Chen, Feyza Duman Keles, Diana Halikias +3

We describe a randomized algorithm for producing a near-optimal hierarchical off-diagonal low-rank (HODLR) approximation to an matrix , accessible only thou…

cs.DS2024

Fixed-sparsity matrix approximation from matrix-vector products

Noah Amsel, Tyler Chen, Feyza Duman Keles +3

We study the problem of approximating a matrix with a matrix that has a fixed sparsity pattern (e.g., diagonal, banded, etc.), when is accessed only by ma…

stat.ML2023

On the Fine-Grained Hardness of Inverting Generative Models

Feyza Duman Keles, Chinmay Hegde

The objective of generative model inversion is to identify a size- latent vector that produces a generative model output that closely matches a given target. This operation is a…