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Shevchenko, Aleksandr
3 publications
NeurIPS
2025
Attention with Trained Embeddings Provably Selects Important Tokens
Diyuan Wu
,
Aleksandr Shevchenko
,
Samet Oymak
,
Marco Mondelli
ICML
2024
Compression of Structured Data with Autoencoders: Provable Benefit of Nonlinearities and Depth
Kevin Kögler
,
Aleksandr Shevchenko
,
Hamed Hassani
,
Marco Mondelli
ICML
2023
Fundamental Limits of Two-Layer Autoencoders, and Achieving Them with Gradient Methods
Aleksandr Shevchenko
,
Kevin Kögler
,
Hamed Hassani
,
Marco Mondelli