79 citations · 121 across the 3 of their papers we have counts for
4 papers
Weakly Supervised Learners for Correction of AI Errors with Provable Performance Guarantees
Ivan Y. Tyukin, Tatiana Tyukina, Daniel van Helden +6
We present a new methodology for handling AI errors by introducing weakly supervised AI error correctors with a priori performance guarantees. These AI correctors are auxiliary map…
Evolution of adaptation mechanisms: adaptation energy, stress, and oscillating death
A. N. Gorban, T. A. Tyukina, E. V. Smirnova +1
In 1938, H. Selye proposed the notion of adaptation energy and published "Experimental evidence supporting the conception of adaptation energy". Adaptation of an animal to differen…
Fast Sampling of Evolving Systems with Periodic Trajectories
I. Yu. Tyukin, A. N. Gorban, T. A. Tyukina +2
We propose a novel method for fast and scalable evaluation of periodic solutions of systems of ordinary differential equations for a given set of parameter values and initial condi…
Law of the Minimum Paradoxes
A. N. Gorban, L. I. Pokidysheva, E. V. Smirnova +1
The "Law of the Minimum" states that growth is controlled by the scarcest resource (limiting factor). This concept was originally applied to plant or crop growth (Justus von Liebig…