Publications: 
Computational Principles of Intelligence

Journal Article (2)

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)

Book (1)

3.
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)

4.
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)

Proceedings (1)

5.
Proceedings
Modirshanechi, A.; Brändle, F. (Eds.): Surprise in the brain: Theory and Experiment. Bernstein 2022 Satellite Workshop: Surprise in the brain: Theory and Experiments, Berlin, Germany, September 13, 2022. (2022)

Conference Paper (4)

6.
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, pp. 976 - 982 (Eds. Culbertson, J.; Perfors, A.; Rabagliati, H.; Ramenzoni, V.). 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity, Toronto, Canada, July 27, 2022 - July 30, 2022. (2022)
7.
Conference Paper
Ludwig, T.; Wu, C.; Schulz, E.: Connecting Exploration, Generalization, and Planning in Correlated Trees. In: 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity, pp. 2940 - 2946 (Eds. Culbertson, J.; Perfors, A.; Rabagliati, H.; Ramenzoni, V.). 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity, Toronto, Canada, July 27, 2022 - July 30, 2022. (2022)
8.
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)
9.
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)

Meeting Abstract (2)

10.
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, p. 4001 (Eds. Culbertson, J.; Perfors, A.; Rabagliati, H.; ramenzoni, V.). 44th Annual Meeting of the Cognitive Science Society (CogSci 2022): Cognitive Diversity, Toronto, Canada, July 27, 2022 - July 30, 2022. (2022)
11.
Meeting Abstract
Thalmann, M.; Schaefer, T.; Theves, S.; Doeller, C.; Schulz, E.: Are Representations Shaped by Task-Specific Goals? In 21st Annual Summer Interdisciplinary Conference (ASIC 2022). 21st Annual Summer Interdisciplinary Conference (ASIC 2022), Chamonix, France, June 16, 2022 - June 21, 2022. (2022)

Talk (2)

12.
Talk
Brändle, F.: Exploration beyond bandits. Bernstein 2022 Satellite Workshop: Surprise in the brain: Theory and Experiments, Berlin, Germany (2022)
13.
Talk
Brändle, F.: Spaß für Mensch und Maschine: Von Belohnungen, die Entscheidungen beeinflussen. Kortizes: Live-Online-Vortragsreihe "Vom Reiz der Sinne: Wahrnehmung und Gehirn", Feucht, Germany (2022)

Poster (5)

14.
Poster
Nath, S.; Brändle, F.; Schulz, E.; Dayan, P.; Brielmann, A.: Spatial complexity and intricacy predict subjective complexity. The Visual Science of Art Conference (VSAC 2022), Amsterdam, The Netherlands (2022)
15.
Poster
Ludwig, T.; Sandhaeger, F.; Pape, A.-A.; Siegel, M.: Neural Dynamics of Task-Switching in Sensorimotor Decision-Making. FENS Forum 2022, Paris, France (2022)
16.
Poster
Schäfer, T.; Schulz, E.; Theves, S.; Doeller, C.: Effects of prototype abstraction on pattern completion and inference in concept space. 28th Annual Meeting of the Organization for Human Brain Mapping (OHBM 2022) , Glasgow, UK (2022)
17.
Poster
Schäfer, T.; Schulz, E.; Theves, S.; Doeller, C.: Effects of prototype abstraction on pattern completion and inference in concept space. 29th Annual Meeting of the Cognitive Neuroscience Society (CNS 2022), San Francisco, CA, USA (2022)
18.
Poster
Saanum, T.; Garvert, M.; Schulz, E.; Schuck, N.; Doeller, C.: Hippocampal spatio-temporal cognitive maps adaptively guide reward generalization. Computational and Systems Neuroscience Meeting (COSYNE 2022), Lisboa, Portugal (2022)

Preprint (8)

19.
Preprint
Allen, K.; Brändle, F.; Botvinick, M.; Fan, J.; Gershman, S.; Gopnik, A.; Griffiths, T.; Hartshorne, J.; Hauser, T.; Ho, M. et al.; de Leeuw, J.; Ma, W.; Murayama, K.; Nelson, J.; van Opheusden, B.; Poundsy, T.; Rafner, J.; Rahwan, I.; Rutledge, R.; Sherson, J.; Simsek, O.; Spiers, H.; Summerfield, C.; Thalmann, M.; Velez, N.; Watrous, A.; Tenenbaum, J.; Schulz, E.: Using Games to Understand the Mind. (submitted)
20.
Preprint
Binz, M.; Schulz, E.: Using cognitive psychology to understand GPT-3. (submitted)
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