Learning The Most Rigorous Approaches To Validating Algorithms And Greatly Boosting AI Safety

Validating AI is increasingly getting societal attention. AI safety has been a low priority. No more. I explore validation as ...
techacute.com

Markov Chains: The Math Behind Your Google Search and News Feed

Everybody is about algorithmic processes and feed manipulation, but is that really new? What if the algorithm powering your Google search results and the predictive text on your phone originated from ...
Scientific Research Publishing

A Closed Form Probability Mass Function for Occupation Times in a Three-State Markov Chain ()

We obtain a closed form expression for the joint probability mass function of the occupation times for a Three-State Markov chain. Our representation extends the long-standing result for a Two-State ...
Frontiers

Extraction of exact symbolic stationary probability formulas for Markov chains with finite space with application to production lines. Part I: description of methodology

1 Management and Decision Engineering Laboratory (MDE-Lab), Department of Financial and Management Engineering, School of Engineering, University of the Aegean, Chios, Greece 2 School of Economic ...
Frontiers

Extraction of Exact Symbolic Stationary Probability Formulas for Markov Chains withFinite Space with Application to Production Lines. Part I: Description of Methodology

The final, formatted version of the article will be published soon. Introduction: Markov chains are a powerful tool for modeling systems in various scientific domains, including queueing theory. These ...
marktechpost

This Machine Learning Research Unveils How Large Language Models LLMs Operate as Markov Chains to Unlock Their Hidden Potential

Large Language Models (LLMs) have demonstrated remarkable capabilities across a wide range of natural language processing (NLP) tasks, such as machine translation and question-answering. However, a ...
Invezz

Polygon completes MATIC to POL transition, boosting network scalability and cross-chain interoperability

Polygon has upgraded from MATIC to POL, with automatic migration for MATIC holders on Polygon POS chain. MATIC holders on Ethereum need to manually migrate their tokens to POL. POL introduces expanded ...