398 citations · 1.8k across the 163 of their papers we have counts for
8 papers · 1 filter
Matching 2-D Ellipses to 3-D Circles with Application to Vehicle Pose Estimation
Marcus Hutter, Nathan Brewer
Finding the three-dimensional representation of all or a part of a scene from a single two dimensional image is a challenging task. In this paper we propose a method for identifyin…
A Complete Theory of Everything (will be subjective)
Marcus Hutter
Increasingly encompassing models have been suggested for our world. Theories range from generally accepted to increasingly speculative to apparently bogus. The progression of theor…
Discrete MDL Predicts in Total Variation
Marcus Hutter
The Minimum Description Length (MDL) principle selects the model that has the shortest code for data plus model. We show that for a countable class of models, MDL predictions are c…
Open Problems in Universal Induction & Intelligence
Marcus Hutter
Specialized intelligent systems can be found everywhere: finger print, handwriting, speech, and face recognition, spam filtering, chess and other game programs, robots, et al. This…
Feature Reinforcement Learning: Part I: Unstructured MDPs
Marcus Hutter
General-purpose, intelligent, learning agents cycle through sequences of observations, actions, and rewards that are complex, uncertain, unknown, and non-Markovian. On the other ha…
Limits of Learning about a Categorical Latent Variable under Prior Near-Ignorance
Alberto Piatti, Marco Zaffalon, Fabio Trojani +1
In this paper, we consider the coherent theory of (epistemic) uncertainty of Walley, in which beliefs are represented through sets of probability distributions, and we focus on the…