Aleksandros Sobczyk

@asobczyk.bsky.social

https://asobczyk.github.io/ Huawei Zurich Research Center. All views are my own.

CS at Aarhus University is hiring up to six professors of any rank and area! Come join my section and do cutting-edge research in TCS, database systems and/or ML/AI, both from a theory and applied side. international.au.dk/about/profil... The application deadline is January 5th, 2026.

Aarhus University is hiring Assistant, Associate and Full Professors for the Department of Computer Science - Vacancy at Aarhus University

Vacancy at Computer Science, Dept. of, Aarhus University

international.au.dk

New paper out with Chris Camaño, Raphael Meyer, and Joel Tropp re-examining sketching algorithms! Included: subspace injections as an alternative to subspace embeddings, the theory and practice of sparse sketching, tensor sketching, and much more! arxiv.org/abs/2508.21189

Faster Linear Algebra Algorithms with Structured Random Matrices

To achieve the greatest possible speed, practitioners regularly implement randomized algorithms for low-rank approximation and least-squares regression with structured dimension reduction maps. Despit...

arxiv.org

We have a new preprint with Almudena Carrera Vazquez, one of the last (and favorite) works that I contributed to before leaving IBM. Arxiv link: arxiv.org/abs/2508.21002 The paper is about quantum algorithms for approximating so-called "spectral gaps" between consecutive pairs of eigenvalues.

Spectral Gaps with Quantum Counting Queries and Oblivious State Preparation

Approximating the $k$-th spectral gap $Δ_k=|λ_k-λ_{k+1}|$ and the corresponding midpoint $μ_k=\frac{λ_k+λ_{k+1}}{2}$ of an $N\times N$ Hermitian matrix with eigenvalues $λ_1\geqλ_2\geq\ldots\geqλ_N$, ...

arxiv.org

We have couple of new works to share: 1) arxiv.org/abs/2506.23906 with Giuseppe Sorentino & Anastasios Zouzias, 2) arxiv.org/abs/2506.10854 with Pál András Papp & Albert-Jan Yzelman, to appear in SPAA '25. From tomorrow I'll be in Aarhus for ICALP until 11/7, ping me if you want to chat!

Segmented Operations using Matrix Multiplications

Specialized computational units that perform small matrix multiplications as primitive operations are typically present in modern accelerators. However, these units are often underutilized for many fu...

arxiv.org