3 citations · 5 across the 7 of their papers we have counts for
8 papers
Zeta Distribution and Transfer Learning Problem
Eray Özkural
We explore the relations between the zeta distribution and algorithmic information theory via a new model of the transfer learning problem. The program distribution is approximated…
The Foundations of Deep Learning with a Path Towards General Intelligence
Eray Özkural
Like any field of empirical science, AI may be approached axiomatically. We formulate requirements for a general-purpose, human-level AI system in terms of postulates. We review th…
Omega: An Architecture for AI Unification
Eray Özkural
We introduce the open-ended, modular, self-improving Omega AI unification architecture which is a refinement of Solomonoff's Alpha architecture, as considered from first principles…
Ultimate Intelligence Part III: Measures of Intelligence, Perception and Intelligent Agents
Eray Özkural
We propose that operator induction serves as an adequate model of perception. We explain how to reduce universal agent models to operator induction. We propose a universal measure…
Gigamachine: incremental machine learning on desktop computers
Eray Özkural
We present a concrete design for Solomonoff's incremental machine learning system suitable for desktop computers. We use R5RS Scheme and its standard library with a few omissions a…
Ultimate Intelligence Part II: Physical Measure and Complexity of Intelligence
Eray Özkural
We continue our analysis of volume and energy measures that are appropriate for quantifying inductive inference systems. We extend logical depth and conceptual jump size measures i…
Diverse Consequences of Algorithmic Probability
Eray Özkural
We reminisce and discuss applications of algorithmic probability to a wide range of problems in artificial intelligence, philosophy and technological society. We propose that Solom…
Teraflop-scale Incremental Machine Learning
Eray Özkural
We propose a long-term memory design for artificial general intelligence based on Solomonoff's incremental machine learning methods. We use R5RS Scheme and its standard library wit…