| 2024 | CogSci | Reward Count(s): Negative Recency in Probabilistic Experience-Based Learning. | Ren Schlegelmilch, Andy J. Wills, Bettina von Helversen |
| 2023 | CogSci | Errorless irrationality: removing error-driven components from the inverse base-rate effect paradigm. | Lenard Dome, Andy J. Wills |
| 2023 | CogSci | A Comparison of Human and Machine Performance in Object Recognition Using The ObjectNet Image Set. | Gokcek Kul, Andy J. Wills |
| 2021 | CogSci | SUSTAIN captures category learning, recognition, and hippocampal activation in a unidimensional vs information-integration task. | Lenard Dome, Charlotte Edmunds, Andy J. Wills |
| 2018 | CogSci | CALM - A Process Model of Category Generalization, Abstraction and Structuring. | Ren Schlegelmilch, Andy J. Wills, Bettina von Helversen |
| 2017 | CogSci | Due process in dual process: A model-recovery analysis of Smith et al. (2014). | Charlotte Edmunds, Andy J. Wills, Fraser Milton |
| 2016 | CogSci | Modeling category learning using a dual-system approach: A simulation of Shepard, Hovalnd and Jenkins (1961) by COVIS. | Charlotte Edmunds, Andy J. Wills |
| 2016 | CogSci | Memory for exemplars in category learning. | Charlotte Edmunds, Andy J. Wills, Fraser Milton |
| 2014 | CogSci | Machine learning of visual object categorization: an application of the SUSTAIN model. | Giovanni Sirio Carmantini, Angelo Cangelosi, Andy J. Wills |
| 2014 | CogSci | Does incidental training increase the prevalence of overall similarity classification? A re-examination of kemler Nelson (1984). | Angus Inkster, Fraser Milton, Andy J. Wills |
| 2014 | CogSci | The effect of pre-exposure on family resemblance categorization for stimuli of varying levels of perceptual difficulty. | Fraser Milton, Edward Copestake, David Satherley, Tobias Stevens, Andy J. Wills |
| 2013 | CogSci | Impulsivity and Overall Similarity Classification. | Andy J. Wills, Chris Longmore, Fraser Milton |
| 2013 | CogSci | Implicit learning: A demonstration and a revision to a novel SRT paradigm. | Fayme Yeates, Fergal W. Jones, Andy J. Wills, M. R. F. Aitken, Ian P. L. McLaren |
| 2012 | CogSci | Implicit Learning: A Demonstration and a Novel SRT Paradigm. | Fayme Yeates, Fergal W. Jones, Andy J. Wills, Mike Aitken, Ian P. L. McLaren |
| 2012 | CogSci | State-Trace Analysis of Sequence Learning by Simple Recurrent Networks. | Fayme Yeates, Fergal W. Jones, Andy J. Wills, Ian P. L. McLaren |
| 2011 | CogSci | The effect of time pressure and the spatial integration of the stimulus dimensions on overall similarity categorization. | Fraser Milton, Lotta Viika, Holly Henderson, Andy J. Wills |
| 2011 | CogSci | Working Memory Capacity and Generalization in Predictive Learning. | Andy J. Wills, Thomas Barrasin, Ian P. L. McLaren |