Blockchain Daily News - ICO, STO, TAO, Blockchain
Blockchain Dail Blockchain Dail
              

Framework for learning agents in quantum environments


In this paper we provide a broad framework for describing learning agents in general quantum environments. We analyze the types of classically speci ed environments which allow for quantum enhancements in learning, by contrasting environments to quantum oracles.






We show that whether or not quantum improvements are at all possible depends on the internal structure of the quantum environment. If the environments are constructed and the internal structure is appropriately chosen, or if the agent has limited capacities to in uence the internal states of the environment, we show that improvements in learning times are possible in a broad range of scenarios. Such scenarios we call luck-favoring settings. The case of constructed environments is particularly relevant for the class of model-based learning agents, where our results imply a near-generic improvement.

I. INTRODUCTION

The capacity to learn, and to adapt to unknown environments is one of the quintessential characteristics of intelligent agents. The development of learning models has, consequently, been one of the central areas of research in the broad eld of arti cial intelligence (AI) from its very beginnings.
Nonetheless, the central goal of AI, the design of autonomous, intelligent learning agents is still far from realized. In contrast, more computation-orientated aspects of so-called applied AI, for instance machine learning, classi cation, pattern recognition, even game playing (e.g. computer chess), have continuously progressed over the years, despite occasional set-backs.
The eld of quantum information processing (QIP), which has had a profound impact on computer and communication sciences, has also recently started directly in uencing such applied aspects of AI. For example, the theory and algorithms for...

Read more, download the paper below (PDF 39 pages)
1507_08482v1.pdf 1507.08482v1.pdf  (727.91 Ko)

Les médias du groupe Finyear

Lisez gratuitement :

BLOCKCHAIN DAILY NEWS

Le quotidien Blockchain Daily News :
- Blockchain Daily News

Sa newsletter quotidienne :
- Blockchain Daily News Newsletter
Recevez chaque matin par mail la newsletter Blockchain daily News, une sélection quotidienne des meilleures infos et expertises en Blockchain révolution.

Sa lettre mensuelle digitale :
- The Chief Blockchain Officer


FINYEAR

Le quotidien Finyear :
- Finyear Quotidien

Sa newsletter quotidienne :
- Finyear Newsletter
Recevez chaque matin par mail la newsletter Finyear, une sélection quotidienne des meilleures infos et expertises en Finance innovation & Digital transformation.

Ses 5 lettres mensuelles digitales :
- Le Directeur Financier
- Le Trésorier
- Le Credit Manager
- The Chief FinTech Officer
- The Chief Digital Officer

Finyear magazine trimestriel digital :
- Finyear Magazine

Un seul formulaire d'abonnement pour choisir de recevoir un ou plusieurs médias Finyear


Lundi 19 Septembre 2016
Notez


Nouveau commentaire :

Your email address will not be published. Required fields are marked *
Votre adresse de messagerie ne sera pas publiée. Les champs obligatoires sont indiqués avec *