Bounded rational decision-making with adaptive neural network priors
Published in Neurocomputing, 2018
MCMC methods to simulate bounded rationality in neural networks
Posts by Collection
portfolio
publications
An information-theoretic on-line learning principle for specialization in hierarchical decision-making systems
Published in IEEE 58th Conference on Decision and Control (CDC), 2019
Specialization in machine learning for information-efficient decision-making.
Hierarchical Expert Networks for Meta-Learning
Published in 4th ICML Workshop on Lifelong Machine Learning, 2019
Combine free-energy optimizing neural networks for efficient adaptation to facilitate meta-learning.
Specialization in Hierarchical Learning Systems
Published in Neural Processing Letters, 2020
We show how specialization in hierarchical learning systems facilitates Meta-Learning.
Multi-Modal Pain Intensity Assessment Based on Physiological Signals: A Deep Learning Perspective
Published in Frontiers in Physiology, 2021
Information-efficient learning in multi-modal pain assessment.
Mixture-of-variational-experts for continual learning
Published in ICLR Workshop on Agent Learning in Open-Endedness, 2021
a neural network layer implementing a mixture of experts to facilitate continual learning
Hierarchically structured task-agnostic continual learning
Published in Machine Learning, 2023
a neural network layer implementing a mixture of experts to facilitate continual learning
Online continual learning through unsupervised mutual information maximization
Published in Neurocomputing, 2024
a neural network layer implementing a mixture of experts to facilitate continual learning
talks
Talk 1 on Relevant Topic in Your Field
Published:
This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
Published:
This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Learning Systems
Master Project, Ulm University, 2014
Interval
Each semester from summer term 2017 to winter term 2021/22
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.
Learning Robots
Master Project, Ulm University, 2017
Interval
Each semester from summer term 2017 to winter term 2021/22
Deep Reinforcement Learning
Master Project, Ulm University, 2021
Interval
Winter term 2021/22