<p>En 1979 Atari lanzó el videojuego Adventure, considerado pionero en los juegos de aventuras rpg (rol-player game), inaugurando un sistema representación propio que recibió nombre perspectiva tres cuartos, sería empleado posteriormente por todas las grandes compañías videojuegos. Esta cuartos se trataba realidad caso particular isométrica frontal ángulos ZY’=Z’Y dibujo arquitectónico ha...

Reinforcement learning (RL) enjoyed significant progress over the last years. One of most important steps forward was wide application neural networks. However, architectures these networks are quite simple and typically constructed manually. In this work, we study recently proposed architecture search (NAS) methods for optimizing RL agents. We create two spaces test NAS methods: Efficient Neur...

This article focuses on the recent advances in field of reinforcement learning (RL) as well present state–of–the–art applications games. First, we give a general panorama RL while at same time underline way that it has progressed to current degree application. Moreover, conduct keyword analysis literature deep (DL) and order analyze what extent scientific study is based games such ATARI, Chess,...

Behavioral Cloning (BC) is a simple and effective imitation learning algorithm, which suffers from compounding error due to covariate shift. One solution use enough data for training. However, the amount of expert demonstrations available usually limited. So we propose an method augment alleviate problem in BC. It operates by estimating similarity states filtering out transitions that can go ba...

Policies for complex visual tasks have been successfully learned with deep reinforcement learning, using an approach called deep Q-networks (DQN), but relatively large (task-specific) networks and extensive training are needed to achieve good performance. In this work, we present a novel method called policy distillation that can be used to extract the policy of a reinforcement learning agent a...

CoSMoS is a defined approach for designing, building, and arguing fit for purpose, a scientifically rigorous simulation of a complex real world system. The ODD (Overview, Design concepts, Details) protocol is a standardised way of describing simulation models, defined to support reproducibility. This paper demonstrates that use of the CoSMoS approach to build a simulation supports the presentat...

Successful high technology companies recognize that a comprehensive intellectual property portfolio can be of substantial value. One key component of the intellectual property portfolio is patents. A patent is a right granted by the government that allows a patent holder to exclude others from making, using, selling, offering to sell, or importing that which is claimed in the patent, for a limi...

Model-based reinforcement learning techniques have historically encountered a number of difficulties scaling up to large observation spaces. One promising approach has been to decompose the model learning task into a number of smaller, more manageable sub-problems by factoring the observation space. Typically, many different factorizations are possible, which can make it difficult to select an ...

I. Introduction A. Purpose In 1975, when Atari released the home‐consumer version of its arcade hit Pong, it was probably hard to imagine how huge the video game industry would be in 2009. Even though it is relatively young, the video game industry has quickly grown from small companies operating out of garages to multi‐national companies contributing to the billion dollar industry. Pioneers fr...