Christian Gumbsch

According to our database, Christian Gumbsch authored at least 13 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Learning Event-Based Temporal Abstractions for Hierarchical Prediction and Planning

Christian Gumbsch

PhD thesis, 2024

Learning Hierarchical World Models with Adaptive Temporal Abstractions from Discrete Latent Dynamics.

Christian Gumbsch, Noor Sajid, Georg Martius, Martin V. Butz

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2022

Inference of affordances and active motor control in simulated agents.

Fedor Scholz, Christian Gumbsch, Sebastian Otte, Martin V. Butz

Frontiers Neurorobotics, September, 2022

Intelligent problem-solving as integrated hierarchical reinforcement learning.

Manfred Eppe, Christian Gumbsch, Matthias Kerzel, Phuong D. H. Nguyen, Martin V. Butz, Stefan Wermter

Nat. Mach. Intell., 2022

Developing hierarchical anticipations via neural network-based event segmentation.

Christian Gumbsch, Maurits Adam, Birgit Elsner, Georg Martius, Martin V. Butz

Proceedings of the IEEE International Conference on Development and Learning, 2022

2021

Autonomous Identification and Goal-Directed Invocation of Event-Predictive Behavioral Primitives.

Christian Gumbsch, Martin V. Butz, Georg Martius

IEEE Trans. Cogn. Dev. Syst., 2021

Emergent Goal-Anticipatory Gaze in Infants via Event-Predictive Learning and Inference.

Christian Gumbsch, Maurits Adam, Birgit Elsner, Martin V. Butz

Cogn. Sci., 2021

Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains.

Christian Gumbsch, Martin V. Butz, Georg Martius

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Latent Event-Predictive Encodings through Counterfactual Regularization.

Dania Humaidan, Sebastian Otte, Christian Gumbsch, Charley M. Wu, Martin V. Butz

Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

I see where this is going: Modeling the development of infants' goal-predictive gaze.

Christian Gumbsch, Maurits Adam, Birgit Elsner, Martin V. Butz

Proceedings of the 43rd Annual Meeting of the Cognitive Science Society, 2021

2020

Hierarchical principles of embodied reinforcement learning: A review.

Manfred Eppe, Christian Gumbsch, Matthias Kerzel, Phuong D. H. Nguyen, Martin V. Butz, Stefan Wermter

CoRR, 2020

2017

A Computational Model for the Dynamical Learning of Event Taxonomies.

Christian Gumbsch, Sebastian Otte, Martin V. Butz

Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

2016

Learning Behavior-Grounded Event Segmentations.

Christian Gumbsch, Jan Kneissler, Martin V. Butz

Proceedings of the 38th Annual Meeting of the Cognitive Science Society, 2016