3 papers
cs.IT2026
On the Structure of Information
Sebastian Gottwald, Daniel A. Braun
We characterize information as risk reduction between knowledge states represented by partitions of the underlying probability space. Entropy corresponds to risk reduction from no…
math.CO2025
The infinite information gap between mathematical and physical representations
Pedro Hack, Daniel A. Braun, Sebastian Gottwald
Partial orders have been used to model several experimental setups, going from classical thermodynamics and general relativity to the quantum realm with its resource theories. In o…
cs.LG2025
Autonomous Learning From Success and Failure: Goal-Conditioned Supervised Learning with Negative Feedback
Zeqiang Zhang, Fabian Wurzberger, Gerrit Schmid +2
Learning from reward functions and imitation learning of demonstrations are the two principal approaches for training autonomous systems that interact with an environment through a…