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 (2)

4.
Book Chapter
Brändle, F.; Binz, M.; Schulz, E.: Exploration beyond bandits. In: The Drive for Knowledge: The Science of Human Information-Seeking, pp. 147 - 168 (Eds. Cogliati Dezza, I.; Wu, C.; Schulz, E.). Cambridge University Press, Cambridge, UK (2022)
5.
Book Chapter
Cogliati Dezza, I.; Schulz, E.; Wu, C.: Future challenges. In: The drive for knowledge: The science of human information seeking, pp. 279 - 290 (Eds. Cogliati Dezza, I.; Schulz, E.; Wu, C.). Cambridge University Press, Cambridge, UK (2022)

Proceedings (1)

6.
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 (5)

7.
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)
8.
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)
9.
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)
10.
Conference Paper
Bashiri, M.; Walker, E.; Lurz, K.-K.; Jagadish, A.; Muhammad, T.; Ding, Z.; Ding, Z.; Tolias, A.; Sinz, F.: A flow-based latent state generative model of neural population responses to natural images. In: Advances in Neural Information Processing Systems 34: 35th Conference on Neural Information Processing Systems (NeurIPS 2021), pp. 15801 - 15815 (Eds. Ranzato, M.; Beygelzimer, A.; Liang, P.; Vaughan, J.; Dauphin, Y.). Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021), December 06, 2021 - December 14, 2021. Curran, Red Hook, NY, USA (2022)
11.
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 (3)

12.
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)
13.
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)
14.
Meeting Abstract
Giron, A.; Ciranka, S.; Schulz, E.; van den Bos, W.; Ruggeri, A.; Meder, B.; Wu, C.: The Developmental Trajectory of Learning and Exploration. In Budapest CEU Conference on Cognitive Development (BCCCD 2022), A-0136, p. 203. Budapest CEU Conference on Cognitive Development (BCCCD 2022), Budapest, Hungary, January 10, 2022 - January 14, 2022. (2022)

Talk (3)

15.
Talk
Tutorial 2: Meta-Learned Models of Cognition. 15th Biannual Conference of the German Society for Cognitive Science (KogWis 2022), Freiburg (Breisgau), Germany (2022)
16.
Talk
Brändle, F.: Exploration beyond bandits. Bernstein 2022 Satellite Workshop: Surprise in the brain: Theory and Experiments, Berlin, Germany (2022)
17.
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)

18.
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)
19.
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)
20.
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)
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