Extreme F-measure Maximization using Sparse Probability Estimates. - Kalina Jasinska; Krzysztof Dembczynski; Róbert Busa-Fekete; Karlson Pfannschmidt; Timo Klerx; Eyke Hüllermeier (ICML, 2016)

Log-time and Log-space Extreme Classification. - Kalina Jasinska; Nikos Karampatziakis (CoRR, 2016)

A no-regret generalization of hierarchical softmax to extreme multi-label classification. - Marek Wydmuch; Kalina Jasinska; Mikhail Kuznetsov; Róbert Busa-Fekete; Krzysztof Dembczynski (NeurIPS, 2018)

On the computational complexity of the probabilistic label tree algorithms. - Róbert Busa-Fekete; Krzysztof Dembczynski; Alexander Golovnev; Kalina Jasinska; Mikhail Kuznetsov; Maxim Sviridenko; Chao Xu (CoRR, 2019)

Probabilistic Label Trees for Extreme Multi-label Classification. - Kalina Jasinska-Kobus; Marek Wydmuch; Krzysztof Dembczynski; Mikhail Kuznetsov; Róbert Busa-Fekete (CoRR, 2020)

Online probabilistic label trees. - Marek Wydmuch; Kalina Jasinska-Kobus; Devanathan Thiruvenkatachari; Krzysztof Dembczynski (AISTATS, 2021)

Propensity-scored Probabilistic Label Trees. - Marek Wydmuch; Kalina Jasinska-Kobus; Rohit Babbar; Krzysztof Dembczynski (SIGIR, 2021)

AlleNoise - large-scale text classification benchmark dataset with real-world label noise. - Alicja Raczkowska; Aleksandra Osowska-Kurczab; Jacek Szczerbinski; Kalina Jasinska-Kobus; Klaudia Nazarko (AISTATS, 2025)