Christian Gumbsch

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 18

Top Topics

Predictive Modeling

Hierarchical Reinforcement Learning

Top Venues

IEEE Trans. Cogn. Dev. Syst.

Frontiers Neurorobotics

Publications

Christian Gumbsch, Noor Sajid, Georg Martius, Martin V. Butz
Learning Hierarchical World Models with Adaptive Temporal Abstractions from Discrete Latent Dynamics. ICLR (2024)
Christian Gumbsch, Maurits Adam, Birgit Elsner, Georg Martius, Martin V. Butz
Developing hierarchical anticipations via neural network-based event segmentation. ICDL (2022)
Christian Gumbsch, Maurits Adam, Birgit Elsner, Georg Martius, Martin V. Butz
Developing hierarchical anticipations via neural network-based event segmentation. CoRR (2022)
Fedor Scholz, Christian Gumbsch, Sebastian Otte, Martin V. Butz
Inference of affordances and active motor control in simulated agents. Frontiers Neurorobotics 16 (2022)
Fedor Scholz, Christian Gumbsch, Sebastian Otte, Martin V. Butz
Inference of Affordances and Active Motor Control in Simulated Agents. CoRR (2022)
Manfred Eppe, Christian Gumbsch, Matthias Kerzel, Phuong D. H. Nguyen, Martin V. Butz, Stefan Wermter
Intelligent problem-solving as integrated hierarchical reinforcement learning. Nat. Mach. Intell. 4 (1) (2022)
Manfred Eppe, Christian Gumbsch, Matthias Kerzel, Phuong D. H. Nguyen, Martin V. Butz, Stefan Wermter
Intelligent problem-solving as integrated hierarchical reinforcement learning. CoRR (2022)
Christian Gumbsch, Martin V. Butz, Georg Martius
Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains. CoRR (2021)
Christian Gumbsch, Maurits Adam, Birgit Elsner, Martin V. Butz
Emergent Goal-Anticipatory Gaze in Infants via Event-Predictive Learning and Inference. Cogn. Sci. 45 (8) (2021)
Dania Humaidan, Sebastian Otte, Christian Gumbsch, Charley Wu, Martin V. Butz
Latent Event-Predictive Encodings through Counterfactual Regularization. CoRR (2021)
Christian Gumbsch, Martin V. Butz, Georg Martius
Autonomous Identification and Goal-Directed Invocation of Event-Predictive Behavioral Primitives. IEEE Trans. Cogn. Dev. Syst. 13 (2) (2021)
Christian Gumbsch, Maurits Adam, Birgit Elsner, Martin V. Butz
I see where this is going: Modeling the development of infants' goal-predictive gaze. CogSci (2021)
Dania Humaidan, Sebastian Otte, Christian Gumbsch, Charley M. Wu, Martin V. Butz
Latent Event-Predictive Encodings through Counterfactual Regularization. CogSci (2021)
Christian Gumbsch, Martin V. Butz, Georg Martius
Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains. NeurIPS (2021)
Manfred Eppe, Christian Gumbsch, Matthias Kerzel, Phuong D. H. Nguyen, Martin V. Butz, Stefan Wermter
Hierarchical principles of embodied reinforcement learning: A review. CoRR (2020)
Christian Gumbsch, Martin V. Butz, Georg Martius
Autonomous Identification and Goal-Directed Invocation of Event-Predictive Behavioral Primitives. CoRR (2019)
Christian Gumbsch, Sebastian Otte, Martin V. Butz
A Computational Model for the Dynamical Learning of Event Taxonomies. CogSci (2017)
Christian Gumbsch, Jan Kneissler, Martin V. Butz
Learning Behavior-Grounded Event Segmentations. CogSci (2016)