| 2025 | ALT | How rotation invariant algorithms are fooled by noise on sparse targets. | Manfred K. Warmuth, Wojciech Kotlowski, Matt Jones, Ehsan Amid |
| 2024 | ICLR | Consistent algorithms for multi-label classification with macro-at-k metrics. | Erik Schultheis, Wojciech Kotlowski, Marek Wydmuch, Rohit Babbar, Strom Borman, Krzysztof Dembczynski |
| 2024 | ICML | A General Online Algorithm for Optimizing Complex Performance Metrics. | Wojciech Kotlowski, Marek Wydmuch, Erik Schultheis, Rohit Babbar, Krzysztof Dembczynski |
| 2021 | ALT | A case where a spindly two-layer linear network decisively outperforms any neural network with a fully connected input layer. | Manfred K. Warmuth, Wojciech Kotlowski, Ehsan Amid |
| 2021 | COLT | Robust Online Convex Optimization in the Presence of Outliers. | Tim van Erven, Sarah Sachs, Wouter M. Koolen, Wojciech Kotlowski |
| 2020 | AAAI | Learning to Crawl. | Utkarsh Upadhyay, Rbert Busa-Fekete, Wojciech Kotlowski, Dvid Pl, Balzs Szrnyi |
| 2020 | COLT | Open Problem: Fast and Optimal Online Portfolio Selection. | Tim van Erven, Dirk van der Hoeven, Wojciech Kotlowski, Wouter M. Koolen |
| 2019 | COLT | Bandit Principal Component Analysis. | Wojciech Kotlowski, Gergely Neu |
| 2019 | ICML | Adaptive Scale-Invariant Online Algorithms for Learning Linear Models. | Michal Kempka, Wojciech Kotlowski, Manfred K. Warmuth |
| 2018 | COLT | The Many Faces of Exponential Weights in Online Learning. | Dirk van der Hoeven, Tim van Erven, Wojciech Kotlowski |
| 2017 | ALT | Scale-Invariant Unconstrained Online Learning. | Wojciech Kotlowski |
| 2017 | ICML | Consistency Analysis for Binary Classification Revisited. | Krzysztof Dembczynski, Wojciech Kotlowski, Oluwasanmi Koyejo, Nagarajan Natarajan |
| 2016 | ALT | On Minimaxity of Follow the Leader Strategy in the Stochastic Setting. | Wojciech Kotlowski |
| 2016 | COLT | Online Isotonic Regression. | Wojciech Kotlowski |
| 2015 | ACML | Surrogate regret bounds for generalized classification performance metrics. | Wojciech Kotlowski, Krzysztof Dembczynski |
| 2014 | COLT | Follow the Leader with Dropout Perturbations. | Tim van Erven, Wojciech Kotlowski |
| 2013 | ALT | Online PCA with Optimal Regrets. | Jiazhong Nie, Wojciech Kotlowski, Manfred K. Warmuth |
| 2013 | COLT | Horizon-Independent Optimal Prediction with Log-Loss in Exponential Families. | Peter L. Bartlett, Peter Grnwald, Peter Harremos, Fares Hedayati, Wojciech Kotlowski |
| 2013 | ICAISC | Matrix Factorization for Travel Time Estimation in Large Traffic Networks. | Krzysztof Dembczynski, Wojciech Kotlowski, Przemyslaw Gawel, Adam Szarecki, Andrzej Jaszkiewicz |
| 2013 | ICML | Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization. | Krzysztof Dembczynski, Arkadiusz Jachnik, Wojciech Kotlowski, Willem Waegeman, Eyke Hllermeier |
| 2012 | ADBIS | Community Traffic: A Technology for the Next Generation Car Navigation. | Przemyslaw Gawel, Krzysztof Dembczynski, Wojciech Kotlowski, Marek Kubiak, Robert Susmaga, Piotr Zielniewicz, Andrzej Jaszkiewicz |
| 2012 | ALT | Kernelization of Matrix Updates, When and How? | Manfred K. Warmuth, Wojciech Kotlowski, Shuisheng Zhou |
| 2012 | ICML | Consistent Multilabel Ranking through Univariate Losses. | Krzysztof Dembczynski, Wojciech Kotlowski, Eyke Hllermeier |
| 2012 | ITW | Sequential normalized maximum likelihood in log-loss prediction. | Wojciech Kotlowski, Peter Grnwald |
| 2011 | ICML | Bipartite Ranking through Minimization of Univariate Loss. | Wojciech Kotlowski, Krzysztof Dembczynski, Eyke Hllermeier |
| 2010 | COLT | Following the Flattened Leader. | Wojciech Kotlowski, Peter Grnwald, Steven de Rooij |
| 2010 | ISIT | Prequential plug-in codes that achieve optimal redundancy rates even if the model is wrong. | Peter Grunwald, Wojciech Kotlowski |
| 2009 | ICML | Rule learning with monotonicity constraints. | Wojciech Kotlowski, Roman Slowinski |
| 2008 | GECCO | On selecting the best individual in noisy environments. | Wojciech Jaskowski, Wojciech Kotlowski |
| 2008 | ICAISC | Solving Regression by Learning an Ensemble of Decision Rules. | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski |
| 2008 | ICML | Maximum likelihood rule ensembles. | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski |
| 2006 | DaWaK | Mining Direct Marketing Data by Ensembles of Weak Learners and Rough Set Methods. | Jerzy Blaszczynski, Krzysztof Dembczynski, Wojciech Kotlowski, Mariusz Pawlowski |
| 2006 | ICAISC | Additive Preference Model with Piecewise Linear Components Resulting from Dominance-Based Rough Set Approximations. | Krzysztof Dembczynski, Wojciech Kotlowski, Roman Slowinski |