5 citations · 15 across the 18 of their papers we have counts for
4 papers · 2 filters
Universal Empathy and Ethical Bias for Artificial General Intelligence
Alexey Potapov, Sergey Rodionov
Rational agents are usually built to maximize rewards. However, AGI agents can find undesirable ways of maximizing any prior reward function. Therefore value learning is crucial fo…
Direct Uncertainty Estimation in Reinforcement Learning
Sergey Rodionov, Alexey Potapov, Yurii Vinogradov
Optimal probabilistic approach in reinforcement learning is computationally infeasible. Its simplification consisting in neglecting difference between true environment and its mode…
Extending Universal Intelligence Models with Formal Notion of Representation
Alexey Potapov, Sergey Rodionov
Solomonoff induction is known to be universal, but incomputable. Its approximations, namely, the Minimum Description (or Message) Length (MDL) principles, are adopted in practice i…
Universal Induction with Varying Sets of Combinators
Alexey Potapov, Sergey Rodionov
Universal induction is a crucial issue in AGI. Its practical applicability can be achieved by the choice of the reference machine or representation of algorithms agreed with the en…