Danny joined the lab in 2021 to work on using hidden Markov models and other state-space models in applications related to circadian rhythms and other topics related to internal clocks. He is co-supervised by Vincent Walsh (UCL Institute of Cognitive Neuroscience) and is particularly interested in comparing timing mechanisms between fully and partially sighted people.
Jona joined the lab in 2023 to continue her PhD research under supervision of Maarten. Her work focuses on applying psychological networks to study beliefs and behaviours related to climate change. She is interested in exploring how networks can inform interventions and communication strategies to promote pro-environmental behaviour.
Auni joined the lab in 2024 to conduct her BSc research under supervision of Maarten and Yuyang. Her research focuses on time-critical decisions.
May joined the lab in 2024 to conduct her BSc research under supervision of Maarten and Yuyang. Her research focuses on time-critical decisions.
Ruiying joined the lab in 2024 to conduct her BSc research under supervision of Maarten and Noam. Her research focuses on decisions to leave ambivalent situations.
Ismail joined the lab as a MSc student in 2017. After an MRes in Computer Science, he started his PhD in 2019 under supervision of Maarten and Quentin Huys. His research focused on computational principles in social learning and interactions, with a view on diagnosing, monitoring, and better understanding the determinants of social learning dysfunctions in mental health disorders. After completing his PhD, he joined the University of Heidelberg and Mannheim as a postdoctoral fellow in the AI Health Innovation Cluster.
Sabine joined the lab as a PhD student in 2017. She worked on various topics related to human stigmery, behavioural traces, and their role in pro-environmental behaviour. After completing her PhD, she became deputy head of the Center for Psychosocial Medicine at Medical Center Hamburg-Eppendorf (UKE). She is currently Head of Science and Business Development at Acker Impact.
Hannah joined the lab as a PhD student in 2013, and was jointly supervised by Chris Summerfield in Oxford. She worked on various projects in perceptual decision making, using behavioural studies, computational modelling, and EEG analysis. After completing her PhD, she took a job at Memrise and a part-time position as a post-doc in the Summerfield lab. She then became senior data scientist at TheTrainline.
Eric first joined the lab as an MSc student in 2010, then as an MRes student in 2013, and finally as a PhD student (2014 - 2017). Eric worked on various projects, focusing in particular on functional generalization in reinforcement learning with Gaussian Processes. After leaving the lab, he became a Harvard Data Science fellow, working with Sam Gershman and Josh Tenenbaum. In 2020, he moved to Tuebingen to lead the Computational Principles of Intelligence Lab at the Max Planck Institute for Biological Cybernetics.
Yonatan joined the lab in 2019 for a research visit, sponsored by the Experimental Psychology Society. During his stay, he has been working on computational modeling of experience-based decision making.
Hrvoje first visited the lab in 2014 whilst a PhD student with Robin Hogarth at the Universitat Pompeu Fabra in Barcelona. He later returned for other visits in 2016 and 2017. We worked on various projects related to reinforcement learning, contextual bandits, and strategy selection. After receiving his PhD, he was a postdoc at UCL, working with Ray Dolan. He now works as a research scientist at SecondMind
Adrian is a PhD student from the University of New South Wales. He visited the Speekenbrink lab in early 2018 to work on a project modelling reaction times in reinforcement learning tasks.
Charley was a PhD student at the Center for Adaptive Rationality at the Max Planck Institute for Human Development in Berlin. He visited the Speekenbrink lab in 2016 to develop the spatially correlated bandit paradigm. He is now PI of the Human and Machine Cognition Lab at the Univerity of Tuebingen.
Jill joined the lab in 2023 to conduct her MSc research under supervision of Maarten and Yuyang. Her research focused on time-critical decisions.
Naomi joined the lab in 2023 to conduct her MSc research under supervision of Maarten and Yuyang. Her research focused on time-critical decisions.
Peiyao joined the lab in 2023 to conduct her MSc research under supervision of Maarten. Her research focused on opponent modelling in multiperson games.
Zhaonan joined the lab in 2023 to conduct his MSc research under supervision of Maarten and Yuyang. His research focused on time-critical decisions.
Ryosuke conducted a project on time-critical decisions.
Xinhui conducted a project on time-critical decisions.
Changwei conducted a project on opponent modelling algorithms for multi-agent reinforcement learning.
Yang-Yang conducted a project on multiple systems in category learning.
Alex conducted a project on the role of experienced regret in exploration and exploitation of options in multi-armed bandits.
Luke conducted a project on the exploration of novel options in contextual multi-armed bandit tasks.
Mahbod conducted a project on asymmetric learning rates in a variety of multi-armed bandit tasks/
Alex joined the lab from the MSc Behaviour Change programme and worked on an project investigating the impact of behavioural traces on food choice.
Sam joined the lab from the MSc Cognitive and Decision Sciences programme and worked with Maarten and Dave Lagnado on a project relating game theory and causal inference.
Tal joined the lab from the MSc Social Cognition programme and worked on an project investigating the impact of behavioural traces in a path finding task.
Tankred joined the lab from the MSc Cognitive and Decision Sciences programme and worked on an project investigating transfer learning and generalization in human reinforcement learning. He then went to conduct PhD research with Eric Schulz at the MPI for Biological Cybernetics in Tuebingen.
Aline joined the lab from the MSc Behaviour Change programme to work on research investigating the effect of behavioural traces on donations to an environmental charity.
Alzbeta worked on an project investigating social learning in interpersonal games (the “beauty contest” game).
Felix joined the lab from the MSc Industrial/Organizational and Business Psychology programme to work on research investigating voice modulation and voice perception in a sales context.
Karolin joined the lab from the MSc Social Cognition to work on research investigating the effect of others’ judgments and their social group on updating beliefs by individuals.
Lucija joined the lab from the MSc Behaviour Change programme to work on research investigating the effect of behavioural traces on recycling behaviour.
Michael worked on a project assessing how an opponent’s strategy affects people’s own strategy in a simple two-player game.
Moritz worked on a project investigating planning in complex reinforcement learning tasks. After leaving the lab, he took on a PhD position at Warwick Business School, working with Nick Chater and Adam Sanborn.
Neo worked on a project investigating how Query Theory can explain the “pioneer effect”. After leaving the lab, he took on a PhD position at Warwick Business School.
Thomas worked on a project investigating the distinction between model-based and model-free reinforcement learning.
YS worked on a project investigating the distinction between state and reward functions in reinforcement learning.
Raphael worked on a project investigating reliance on model-free vs model-based reinforcement learning in a simplified two-player version of poker.
Anisha worked on a project investigating the relation between strategies and the evaluations of other players in a simplified two-player version of poker.
Jochen worked on a project investigating preference stabilization.
Thomas worked on a project related to the exploration/exploitation dilemma.
Anastasios worked on a project to investigate stabilization of preference with experience.
Audry worked on a project investigating model-based and model-free reinforcement learning.
Andrea worked on a project to investigate cue learning in a changing environment.
Jessica joined the lab in 2023 to conduct her BSc research on models of other players in repeated games.
Margo joined the lab in 2023 to conduct her BSc research on models of other players in repeated games.
Shanqi joined the lab in 2023 to conduct her BSc research under supervision of Maarten and Yuyang. Her research focused on time-critical decisions.
Ed conducted a project on opponent learning in mutiplayer games.
Matei conducted a project on risk and uncertainty in reinforcement learning.
Toby conducted a project on opponent learning in mutiplayer games.
Wiktoria conducted a project on confidence bias.
Xenia conducted a project on opponent learning in mutiplayer games.
Yucheng conducted a project on risk and uncertainty in reinforcement learning.
Kaitlyn conducted a project on the role of emotions in learing opponent models in multi-player games.
Neil conducted a project on opponent learning in multi-player games.
Alif conducted a project on reinforcement learning in environments with only gains, only losses, or mixed gains and losses.
Qingyuan conducted a project on anticipated regret in decisions from experience.
Akhat conducted his BSc Psychology research on how people learn about the volatility in the environment and how this affects their rate of learning.
Ryan worked on a project investigating framing effects in a multi-armed bandit task.
Anthony worked on a project investigating people’s ability to produce random sequences in games.
Benjamin worked on a project investigating preference stabilization.
Florence worked on a project investigaing the influence of volatility, stakes, and personality on exploration- exploitation behaviour.
James worked on a project investigating safe exploration in a reinforcemtn learning task.
Nadia worked on a project investigating the effect of information frequency on evidence weighting in perceptual decisions.
Nora worked on a project investigating the effects of foregone payoffs on exploration-exploitation behaviour.
Sofija worked on a project investigating how people learn to cooperate in multi-player games from their opponents’ strategies.
James worked on a project investigating the influence of information about foregone payoffs on exploration- exploitation behaviour.
Shouhao worked on a project investigating model-based and model-free learning.
Adam worked on a project investigating framing effects in decisions from experience.
Luke worked on a project related to model-based vs model-free reinforcement learning.
Zehra worked on a project to investigate whether there is a difference between learning when focussed on predicting vs. controlling outcomes.
Niroshan worked on a project investigating evidence integration in perceptual decisions.
Minho is an undergraduate student from South Korea, visiting the Speekenbrink lab at the start of 2018 as an intern to learn more about decision making and computational modeling.