Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression. - Ivan Butakov; Aleksander Tolmachev; Sofia Malanchuk; Anna Neopryatnaya; Alexey A. Frolov; Kirill V. Andreev (ICLR, 2024)

Mutual Information Estimation via Normalizing Flows. - Ivan Butakov; Aleksander Tolmachev; Sofia Malanchuk; Anna Neopryatnaya; Alexey A. Frolov (NeurIPS, 2024)

Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax. - Ivan Butakov; Alexander Semenenko; Aleksander Tolmachev; Andrey Gladkov; Marina Munkhoeva; Alexey A. Frolov (CoRR, 2024)