Aleksandr Shevchenko

2 papers · 2023–2024 · 1 conference · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (12) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer

Conferences

ICML (2)

Top co-authors

Kevin Kögler (2) Marco Mondelli (2) Hamed Hassani (2)

Keywords

representation learning (1) neural network theory (1) gradient descent (1) population risk (1) lossy compression (1) gradient method (1) two-layer autoencoder (1) gaussian source (1)

Papers

Compression of Structured Data with Autoencoders: Provable Benefit of Nonlinearities and Depth ICML 2024

Fundamental Limits of Two-layer Autoencoders, and Achieving Them with Gradient Methods ICML 2023