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Christian Gumbsch
Christian Gumbsch
PhD student, Max Planck Institute for Intelligent Systems and University of Tübingen
Verified email at tuebingen.mpg.de
Title
Cited by
Cited by
Year
Intelligent problem-solving as integrated hierarchical reinforcement learning
M Eppe, C Gumbsch, M Kerzel, PDH Nguyen, MV Butz, S Wermter
Nature Machine Intelligence 4 (1), 11-20, 2022
682022
A Computational Model for the Dynamical Learning of Event Taxonomies.
C Gumbsch, S Otte, MV Butz
CogSci, 2017
192017
Sparsely changing latent states for prediction and planning in partially observable domains
C Gumbsch, MV Butz, G Martius
Advances in Neural Information Processing Systems 34, 17518-17531, 2021
182021
Autonomous identification and goal-directed invocation of event-predictive behavioral primitives
C Gumbsch, MV Butz, G Martius
IEEE transactions on cognitive and developmental systems 13 (2), 298-311, 2019
172019
Learning Behavior-Grounded Event Segmentations.
C Gumbsch, J Kneissler, MV Butz
CogSci, 2016
102016
Emergent Goal‐Anticipatory gaze in infants via Event‐Predictive learning and inference
C Gumbsch, M Adam, B Elsner, MV Butz
Cognitive Science 45 (8), e13016, 2021
82021
Hierarchical principles of embodied reinforcement learning: A review
M Eppe, C Gumbsch, M Kerzel, PDH Nguyen, MV Butz, S Wermter
arXiv preprint arXiv:2012.10147, 2020
82020
Developing hierarchical anticipations via neural network-based event segmentation
C Gumbsch, M Adam, B Elsner, G Martius, MV Butz
2022 IEEE International Conference on Development and Learning (ICDL), 1-8, 2022
52022
The impact of action effects on infants’ predictive gaze shifts for a non-human grasping action at 7, 11, and 18 months
M Adam, C Gumbsch, MV Butz, B Elsner
Frontiers in Psychology 12, 695550, 2021
32021
Inference of affordances and active motor control in simulated agents
F Scholz, C Gumbsch, S Otte, MV Butz
Frontiers in Neurorobotics 16, 881673, 2022
22022
Latent event-predictive encodings through counterfactual regularization
D Humaidan, S Otte, C Gumbsch, C Wu, MV Butz
arXiv preprint arXiv:2105.05894, 2021
12021
Learning Hierarchical World Models with Adaptive Temporal Abstractions from Discrete Latent Dynamics
C Gumbsch, N Sajid, G Martius, MV Butz
The Twelfth International Conference on Learning Representations, 2023
2023
I see where this is going: Modeling the development of infants' goal-predictive gaze
C Gumbsch, M Adam, B Elsner, MV Butz
Proceedings of the Annual Meeting of the Cognitive Science Society 43 (43), 2021
2021
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