Publications: 
Computational Principles of Intelligence

Journal Article (11)

1.
Journal Article
Wu, C.; Schulz, E.; Pleskac, T.; Speekenbrink, M.: Time pressure changes how people explore and respond to uncertainty. Scientific Reports 12 (1), 4122 (2022)
2.
Journal Article
Binz, M.; Gershman, S.; Schulz, E.; Endres, D.: Heuristics From Bounded Meta-Learned Inference. Psychological Review Epub ahead (2022)
3.
Journal Article
Globig, L.; Witte, K.; Feng, G.; Sharot, T.: Under threat weaker evidence is required to reach undesirable conclusions. The Journal of Neuroscience 41 (30), pp. 6502 - 6510 (2021)
4.
Journal Article
Meder, B.; Wu, C.; Schulz, E.; Ruggeri, A.: Development of directed and random exploration in children. Developmental Science 24 (4), pp. 1 - 20 (2021)
5.
Journal Article
Tomov, M.; Schulz, E.; Gershman, S.: Multi-task reinforcement learning in humans. Nature Human Behaviour 5 (6), pp. 764 - 773 (2021)
6.
Journal Article
Wu, C.; Schulz, E.; Gershman, S.: Inference and search on graph-structured spaces. Computational Brain & Behavior 4, pp. 125 - 147 (2021)
7.
Journal Article
Yang, S.; Bill, J.; Drugowitsch, J.; Gershman, S.: Human visual motion perception shows hallmarks of Bayesian structural inference. Scientific Reports 11 (1), 3714, pp. 1 - 14 (2021)
8.
Journal Article
Schulz, E.; Dayan, P.: Computational psychiatry for computers. iScience 23 (12), 101772, pp. 1 - 9 (2020)
9.
Journal Article
Brändle, F.; Wu, C.; Schulz, E.: What are we curious about? Trends in Cognitive Sciences 24 (9), pp. 685 - 687 (2020)
10.
Journal Article
Wu, C.; Schulz, E.; Garvert, M.; Meder, B.; Schuck, N.: Similarities and differences in spatial and non-spatial cognitive maps. PLoS Computational Biology 16 (9), pp. 1 - 28 (2020)
11.
Journal Article
Schulz, E.; Quiroga, F.; Gershman, S.: Communicating compositional patterns. Open Mind: Discoveries in Cognitive Science 4, pp. 25 - 39 (2020)

Book (1)

12.
Book
Dezza, I.; Wu, C.; Schulz, E.: The Drive for Knowledge: The Science of Human Information-Seeking. Cambridge University Press, Cambridge, UK (2022)

Book Chapter (1)

13.
Book Chapter
Brändle, F.; Binz, M.; Schulz, E.: Exploration beyond bandits. In: The Drive for Knowledge: The Science of Human Information-Seeking (Eds. Dezza, I.; Wu, C.; Schulz, E.). Cambridge University Press, Cambridge, UK (2022)

Conference Paper (6)

14.
Conference Paper
Jagadish, A.; Saanum, T.; Wang, J.; Binz, M.; Schulz, E.: Probing Compositional Inference in Natural and Artificial Agents. In: 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), 1.67, pp. 275 - 279. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA, June 08, 2022 - June 11, 2022. (2022)
15.
Conference Paper
Witte, K.; Wise, T.; Schulz, E.: The two faces of anxiety in exploration: Taking risks or playing it safe. In: 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), 1.47, p. 32. 5th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM 2022), Providence, RI, USA, June 08, 2022 - June 11, 2022. (2022)
16.
Conference Paper
Demircan, C.; Pettini, L.; Saanum, T.; Binz, M.; Baczkowski, B.; Doeller, C.; Garvert, M.; Schulz, E.: Decision-Making with Naturalistic Options. In: 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity. 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity, Toronto, Canada, July 27, 2022 - July 30, 2022. (submitted)
17.
Conference Paper
Wu, S.; Éltetö, N.; Dasgupta, I.; Schulz, E.: Learning Structure from the Ground up: Hierarchical Representation Learning by Chunking. In: Tenth International Conference on Learning Representations (ICLR 2022). Tenth International Conference on Learning Representations (ICLR 2022), April 25, 2022 - April 29, 2022. (submitted)
18.
Conference Paper
Saanum, T.; Schulz, E.; Speekenbrink, M.: Compositional generalization in multi-armed bandits. In: CogSci 2021 Virtual: Comparative Cognition, Cognitive Animals, pp. 1320 - 1326. 43rd Annual Conference of the Cognitive Science Society (CogSci 2021), July 26, 2021. (2021)
19.
Conference Paper
Bertram, L.; Schulz, E.; Hofer, M.; Nelson, J.: The Psychology of Human Entropy Intuitions. In: 42nd Annual Meeting of the Cognitive Science Society (CogSci 2020): 5Developing a Mind: Learning in Humans, Animals, and Machines, pp. 1457 - 1463 (Eds. Denison, S.; Mack, M.; Xu, Y.; Armstrong, B.). 42nd Annual Virtual Meeting of the Cognitive Science Society (CogSci 2020), Toronto, Canada, July 29, 2020 - August 01, 2020. Curran, Red Hook, NY, USA (2020)

Meeting Abstract (7)

20.
Meeting Abstract
Brändle, F.; Wu, C.; Schulz, E.: Fun as maximizing learnability: Balancing difficulty and prior knowledge. In 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity. 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity, Toronto, Canada, July 27, 2022 - July 30, 2022. (2022)
Go to Editor View