XCS with eligibility traces. - Jan Drugowitsch; Alwyn Barry (GECCO, 2005)

Mixing independent classifiers. - Jan Drugowitsch; Alwyn Barry (GECCO, 2007)

A principled foundation for LCS. - Jan Drugowitsch; Alwyn Barry (GECCO (Companion), 2007)

Analysis and Improvements of the Classifier Error Estimate in XCSF. - Daniele Loiacono; Jan Drugowitsch; Alwyn Barry; Pier Luca Lanzi (IWLCS, 2007)

Learning classifier systems from first principles : a probabilistic reformulation of learning classifier systems from the perspective of machine learning. - Jan Drugowitsch (2007)

A formal framework and extensions for function approximation in learning classifier systems. - Jan Drugowitsch; Alwyn Barry (Mach. Learn., 2008)

Design and Analysis of Learning Classifier Systems - A Probabilistic Approach - Jan Drugowitsch (Springer, 2008)

Filtering sensory information with XCSF: improving learning robustness and control performance. - Jan Kneissler; Patrick O. Stalph; Jan Drugowitsch; Martin V. Butz (GECCO, 2012)

Optimal decision-making with time-varying evidence reliability. - Jan Drugowitsch; Rubén Moreno-Bote; Alexandre Pouget (NIPS, 2014)

Filtering Sensory Information with XCSF: Improving Learning Robustness and Robot Arm Control Performance. - Jan Kneissler; Patrick O. Stalph; Jan Drugowitsch; Martin V. Butz (Evol. Comput., 2014)

Simultaneous Learning and Filtering without Delusions: A Bayes-Optimal Derivation of Combining Predictive Inference and Adaptive Filtering. - Jan Kneissler; Jan Drugowitsch; Karl J. Friston; Martin V. Butz (Frontiers Comput. Neurosci., 2015)

VBLinLogit: Variational Bayesian linear and logistic regression. - Jan Drugowitsch (J. Open Source Softw., 2019)

Adaptation Properties Allow Identification of Optimized Neural Codes. - Luke I. Rast; Jan Drugowitsch (NeurIPS, 2020)

Angular Path Integration by Projection Filtering with Increment Observations. - Anna Kutschireiter; Luke I. Rast; Jan Drugowitsch (CoRR, 2021)

Is the information geometry of probabilistic population codes learnable? - John J. Vastola; Zach Cohen; Jan Drugowitsch (NeurReps, 2022)

Projection Filtering With Observed State Increments With Applications in Continuous-Time Circular Filtering. - Anna Kutschireiter; Luke I. Rast; Jan Drugowitsch (IEEE Trans. Signal Process., 2022)

Stochastic Optimal Control and Estimation with Multiplicative and Internal Noise. - Francesco Damiani; Akiyuki Anzai; Jan Drugowitsch; Gregory C. DeAngelis; Rubén Moreno-Bote (NeurIPS, 2024)