ViZDoom: A Doom-based AI research platform for visual reinforcement learning. - Michal Kempka; Marek Wydmuch; Grzegorz Runc; Jakub Toczek; Wojciech Jaskowski (CIG, 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)

Set-Valued Prediction in Multi-Class Classification. - Thomas Mortier; Marek Wydmuch; Krzysztof Dembczynski; Eyke Hüllermeier; Willem Waegeman (BNAIC/BENELEARN, 2019)

Efficient Algorithms for Set-Valued Prediction in Multi-Class Classification. - Thomas Mortier; Marek Wydmuch; Eyke Hüllermeier; Krzysztof Dembczynski; Willem Waegeman (CoRR, 2019)

ViZDoom Competitions: Playing Doom From Pixels. - Marek Wydmuch; Michal Kempka; Wojciech Jaskowski (IEEE Trans. Games, 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)

Efficient set-valued prediction in multi-class classification. - Thomas Mortier; Marek Wydmuch; Krzysztof Dembczynski; Eyke Hüllermeier; Willem Waegeman (Data Min. Knowl. Discov., 2021)

On Missing Labels, Long-tails and Propensities in Extreme Multi-label Classification. - Erik Schultheis; Marek Wydmuch; Rohit Babbar; Krzysztof Dembczynski (KDD, 2022)

Generalized test utilities for long-tail performance in extreme multi-label classification. - Erik Schultheis; Marek Wydmuch; Wojciech Kotlowski; Rohit Babbar; Krzysztof Dembczynski (NeurIPS, 2023)

Consistent algorithms for multi-label classification with macro-at-k metrics. - Erik Schultheis; Wojciech Kotlowski; Marek Wydmuch; Rohit Babbar; Strom Borman; Krzysztof Dembczynski (ICLR, 2024)

A General Online Algorithm for Optimizing Complex Performance Metrics. - Wojciech Kotlowski; Marek Wydmuch; Erik Schultheis; Rohit Babbar; Krzysztof Dembczynski (ICML, 2024)

Tackling prediction tasks in relational databases with LLMs. - Marek Wydmuch; Lukasz Borchmann; Filip Gralinski (CoRR, 2024)

Query and Conquer: Execution-Guided SQL Generation. - Lukasz Borchmann; Marek Wydmuch (CoRR, 2025)