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Rogue-Gym: a New Challenge for Generalization in Reinforcement Learning
Rogue-Gym: A New Challenge for Generalization in Reinforcement Learning Yuji Kanagawa Tomoyuki Kaneko Graduate School of Arts and Sciences Interfaculty Initiative in Information Studies The University of Tokyo The University of Tokyo Tokyo, Japan Tokyo, Japan [email protected] [email protected] Abstract—In this paper, we propose Rogue-Gym, a simple and or designated areas but need to perform safely in real world classic style roguelike game built for evaluating generalization in situations that are similar to but different from their training reinforcement learning (RL). Combined with the recent progress environments. For agents to act appropriately in unknown of deep neural networks, RL has successfully trained human- level agents without human knowledge in many games such as situations, they need to properly generalize their policies that those for Atari 2600. However, it has been pointed out that agents they learned from the training environment. Generalization is trained with RL methods often overfit the training environment, also important in transfer learning, where the goal is to transfer and they work poorly in slightly different environments. To inves- a policy learned in a training environment to another similar tigate this problem, some research environments with procedural environment, called the target environment. We can use this content generation have been proposed. Following these studies, we propose the use of roguelikes as a benchmark for evaluating method to reduce the training time in many applications of the generalization ability of RL agents. In our Rogue-Gym, RL. For example, we can imagine a situation in which we agents need to explore dungeons that are structured differently train an enemy in an action game through experience across each time they start a new game. -
Nintendo 64 Product Overview
Nintendo 64 Product Overview ● Specifications ● Video games ● Accessories ● Variants Nintendo 64 Product Overview Table of Contents The Nintendo 64 System ................................................................................................................. 3 Specifications .................................................................................................................................. 3 List of N64 Games ........................................................................................................................... 4 Accessories ...................................................................................................................................... 6 Funtastic Series Variants ................................................................................................................. 7 Limited Edition Variants .................................................................................................................. 8 2 Nintendo 64 Product Overview The Nintendo 64 System The Nintendo 64 (N64) is a 64- bit video game entertainment system created by Nintendo. It was released in 1996 and 1997 in North America, Japan, Australia, France, and Brazil. It was discontinued in 2003. Upon release, the N64 was praised for its advanced 3D graphics, gameplay, and video game line-up. These video games included Super Mario 64, The Legend of Zelda: Ocarina of Time, GoldenEye 007, and Pokémon Stadium. The system also included numerous accessories that expanded play, including the controller -
First Person Shooting (FPS) Game
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 Thunder Force - First Person Shooting (FPS) Game Swati Nadkarni1, Panjab Mane2, Prathamesh Raikar3, Saurabh Sawant4, Prasad Sawant5, Nitesh Kuwalekar6 1 Head of Department, Department of Information Technology, Shah & Anchor Kutchhi Engineering College 2 Assistant Professor, Department of Information Technology, Shah & Anchor Kutchhi Engineering College 3,4,5,6 B.E. student, Department of Information Technology, Shah & Anchor Kutchhi Engineering College ----------------------------------------------------------------***----------------------------------------------------------------- Abstract— It has been found in researches that there is an have challenged hardware development, and multiplayer association between playing first-person shooter video games gaming has been integral. First-person shooters are a type of and having superior mental flexibility. It was found that three-dimensional shooter game featuring a first-person people playing such games require a significantly shorter point of view with which the player sees the action through reaction time for switching between complex tasks, mainly the eyes of the player character. They are unlike third- because when playing fps games they require to rapidly react person shooters in which the player can see (usually from to fast moving visuals by developing a more responsive mind behind) the character they are controlling. The primary set and to shift back and forth between different sub-duties. design element is combat, mainly involving firearms. First person-shooter games are also of ten categorized as being The successful design of the FPS game with correct distinct from light gun shooters, a similar genre with a first- direction, attractive graphics and models will give the best person perspective which uses light gun peripherals, in experience to play the game. -
Action Video-Game Training and Its Effects on Perception and Attentional Control
Action Video-Game Training and Its Effects on Perception and Attentional Control C. Shawn Green , Thomas Gorman , and Daphne Bavelier Introduction Over the past 40 years, video game play has grown from a niche activity into a pervasive and abundant part of modern life. Over half of the United States popula- tion now plays video games, with over 130 million of these individuals being con- sidered “regular” video game players (i.e., playing more than 3 h of video games per week—ESA 2015 ). And although video games were originally, and for the most part continue to be, an entertainment medium, there has nonetheless been signifi - cant scientifi c interest in the possibility that video gaming may have signifi cant effects on the human brain and human behavior . While much of this research has focused on potential negative outcomes (e.g., effects related to aggression or addic- tion—Anderson et al. 2010 ), there exists a growing body of research outlining posi- tive effects of video game play as well. This chapter will specifi cally focus on the positive impact that playing one particular type of video game, known as “action video games,” has on perceptual and attentional skills. The “ Curse of Specifi city” Before discussing the various effects associated with action video game play, it is worth considering why it is interesting in the fi rst place that something like video game play could alter core perceptual or attentional abilities. Indeed, one’s fi rst C. S. Green (*) • T. Gorman Department of Psychology , University of Wisconsin-Madison , Madison , WI , USA e-mail: [email protected]; [email protected] D. -
Find Your Telescope. Your Find Find Yourself
FIND YOUR TELESCOPE. FIND YOURSELF. FIND ® 2008 PRODUCT CATALOG WWW.MEADE.COM TABLE OF CONTENTS TELESCOPE SECTIONS ETX ® Series 2 LightBridge ™ (Truss-Tube Dobsonians) 20 LXD75 ™ Series 30 LX90-ACF ™ Series 50 LX200-ACF ™ Series 62 LX400-ACF ™ Series 78 Max Mount™ 88 Series 5000 ™ ED APO Refractors 100 A and DS-2000 Series 108 EXHIBITS 1 - AutoStar® 13 2 - AutoAlign ™ with SmartFinder™ 15 3 - Optical Systems 45 FIND YOUR TELESCOPE. 4 - Aperture 57 5 - UHTC™ 68 FIND YOURSEL F. 6 - Slew Speed 69 7 - AutoStar® II 86 8 - Oversized Primary Mirrors 87 9 - Advanced Pointing and Tracking 92 10 - Electronic Focus and Collimation 93 ACCESSORIES Imagers (LPI,™ DSI, DSI II) 116 Series 5000 ™ Eyepieces 130 Series 4000 ™ Eyepieces 132 Series 4000 ™ Filters 134 Accessory Kits 136 Imaging Accessories 138 Miscellaneous Accessories 140 Meade Optical Advantage 128 Meade 4M Community 124 Astrophotography Index/Information 145 ©2007 MEADE INSTRUMENTS CORPORATION .01 RECRUIT .02 ENTHUSIAST .03 HOT ShOT .04 FANatIC Starting out right Going big on a budget Budding astrophotographer Going deeper .05 MASTER .06 GURU .07 SPECIALIST .08 ECONOMIST Expert astronomer Dedicated astronomer Wide field views & images On a budget F IND Y OURSEL F F IND YOUR TELESCOPE ® ™ ™ .01 ETX .02 LIGHTBRIDGE™ .03 LXD75 .04 LX90-ACF PG. 2-19 PG. 20-29 PG.30-43 PG. 50-61 ™ ™ ™ .05 LX200-ACF .06 LX400-ACF .07 SERIES 5000™ ED APO .08 A/DS-2000 SERIES PG. 78-99 PG. 100-105 PG. 108-115 PG. 62-76 F IND Y OURSEL F Astronomy is for everyone. That’s not to say everyone will become a serious comet hunter or astrophotographer. -
Surreal 64 Xxx B5.1 Ce Compatibility and Performance Settings List
. EMU SETTINGS PLAYABILITY / NOTES SURREAL 64 XXX B5.1 CE COMPATIBILITY AND PERFORMANCE SETTINGS LIST LAST UPDATED DECEMBER 1ST, 2009 POST YOUR SETTINGS AT THE CURRENT THREAD: http://forums.xbox-scene.com/index.php?showtopic=695621&st=105 KEY: Total unique games = 311 Bright Green = Runs Perfect, or almost = 134 Green = Playable, Some minor glitches = 102 Yellow = Borderline Playable, No Sound, and/or Major glitches = 36 Red = Unplayable, Doesn't load or unplayable due to glitches = 39 White = Untested ALL GAMES ARE (U) (!) MEANING THEY ARE VERIFIED AMERICAN RIPS, UNLESS OTHERWISE NOTED ALL SETTINGS ARE DEFAULT, UNLESS OTHERWISE NOTED 1964 DEFAULT SETTINGS: VIDEO PLUGIN = RICE 5.60, AUDIO PLUGIN = JTTL, VIDEO RAM = 4MB, DYNAREC = 8MB, PAGING = 4MB PJ64 DEFAULT SETTINGS: VIDEO PLUGIN = RICE 5.60, AUDIO PLUGIN = JTTL, VIDEO RAM = 4MB, DYNAREC = 16MB, PAGING = 4MB ALL GAMES ARE TESTED WITH SURREAL 64 XXX B5.1 CE, UNLESS OTHERWISE NOTED 1080 Snowboarding (JU) (!) 1964 Rice 5.31 Plays close to perfect. Plays perfectly. Hangs in 1964, use PJ64. Use Basic Audio for A Bug's Life PJ64 Basic Audio, Rice 5.10 normal speed. Use Rice 5.10 for best FPS and graphics. Plays well, slight audio stutter and low FPS. Use LLE RSP and Audio = LLE RSP, Rice 5.31, Video = 10, Dyna PJ64 for best sound, Rice 5.31 to render distance fog. Use Video Air Fighter's Assault PJ64 = 20 = 10 and Dyna = 20 for better speed. Plays pretty much perfectly. Use Rice 5.10 to render distance fog and give best FPS. Lap timer goes fast in 1964, use PJ64 to fix AeroGauge PJ64 Rice 5.10 this. -
Application of Retrograde Analysis on Fighting Games
Application of Retrograde Analysis on Fighting Games Kristen Yu Nathan R. Sturtevant Computer Science Department Computer Science Department University of Denver University of Alberta Denver, USA Edmonton, Canada [email protected] [email protected] Abstract—With the advent of the fighting game AI competition, optimal AI. This work opens the door for deeper study of there has been recent interest in two-player fighting games. both optimal and suboptimal play, as well as options related Monte-Carlo Tree-Search approaches currently dominate the to game design, where the impact of design choices in a game competition, but it is unclear if this is the best approach for all fighting games. In this paper we study the design of two- can be studied. player fighting games and the consequences of the game design on the types of AI that should be used for playing the game, as II.R ELATED WORK well as formally define the state space that fighting games are A variety of approaches have been used for fighting game AI based on. Additionally, we also characterize how AI can solve the in both industry and academia. One approach in industry has game given a simultaneous action game model, to understand the characteristics of the solved AI and the impact it has on game game AI being built using N-grams as a prediction algorithm design. to help the AI become better at playing the game [30]. Another common technique is using decision trees to model I.I NTRODUCTION AI behavior [30]. This creates a rule set with which an agent can react to decisions that a player makes. -
Portal Prima Official Mini Eguide.Pdf 2008-05-31 12:20 3.1 MB
PRIMA OFFICIAL GAME GUIDE DAVID SJ HODGSON STEPHEN STRATTON MIGUEL LOPEZ Prima Games David SJ Hodgson A Division of Random House, Inc. Originally hailing from the United Kingdom, David left his role as a writer of numerous 3000 Lava Ridge Court, Suite 100 British video game magazines (including Mean Machines, Computer & Video Games, Roseville, CA 95661 and the Offi cial Nintendo and Sega Saturn magazines) and a bohemian lifestyle on a dry-docked German fi shing trawler to work on the infamous GameFan magazine in www.primagames.com 1996. David helped to launch the fl edgling GameFan Books and helped form Gamers’ The Prima Games logo is a registered trademark of Random House, Inc., Republic in 1998, authoring many strategy guides for Millennium Publications, registered in the United States and other countries. Primagames.com is including The Offi cial Metal Gear Solid Mission Handbook. After launching the wildly a registered trademark of Random House, Inc., registered in the United unsuccessful incite Video Gaming and Gamers.com, David found his calling, and States. began authoring guides for Prima Games. He has written over 30 Prima strategy guides, including The Godfather: The Game, Knights of the Old Republic, Perfect Dark © 2007 by Prima Games. All rights reserved. No part of this book may be Zero, Half-Life 2, and Burnout Revenge. He lives in the Pacifi c Northwest with his reproduced or transmitted in any form or by any means, electronic or mechanical, wife, Melanie, and an eight-foot statue of Great Cthulhu. including photocopying, recording, or by any information storage or retrieval system without written permission from Prima Games. -
Smod, Coolest HL2 Mod Ever! - Facepunch Studios 1/28/2015
Smod, Coolest HL2 Mod ever! - Facepunch Studios 1/28/2015 NOV DEC FEB http://forums.facepunchstudios.com/showthread.php?t=148509 Go Close 14 captures 25 22 Dec 06 - 28 Sep 11 2006 2007 2009 Help Facepunch Studios > Facepunch Studios > General Discussion Username: User Name Remember Smod, Coolest HL2 Mod ever! Password: Log in Rules IRC Log Custom Forums Archive Steam Group More.. Register Page 1 of 165 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 51 101 > Last » Thread Tools 11/09/05 Post #1 JoshuaC Courtesy of luigi1107 Feb 2005 5196 Smartness ------------------------------------------------------------------------------------------------------------------------------------ ---------------------------------------------------------------------------------------------------------------- The old SMOD thread was losing steam, so I decided to create a brand new thread for this brilliant mod, containing everything you need to know from weapons to console commands. ------------------------------------------------------------------------------------------------------------------------------------ ---------------------------------------------------------------------------------------------------------------- - This section will contain eveything you need to know about SMOD itself, not the features. SMOD Site: - http://www.geocities.jp/faster_down/smod_bak/ Current Version: - 36b - This section will tell you what weapons are in the current version. - Crowbar - Gravity Gun - Physgun - Gordon's Magical Stick - Strider Cannon - Shovel - 9MM -
From Voodoo to Viruses: the Evolution of the Zombie in Twentieth Century Popular Culture
From Voodoo to Viruses: The Evolution of the Zombie in Twentieth Century Popular Culture By Margaret Twohy Adviser: Dr. Bernice Murphy A thesis submitted in partial fulfilment of the Degree of Master’s of Philosophy in Popular Literature Trinity College Dublin Dublin, Ireland October 2008 2 Abstract The purpose of this thesis is to explore the evolutionary path the zombie has followed in 20th Century popular culture. Additionally, this thesis will examine the defining characteristics of the zombie as they have changed through its history. Over the course of the last century and edging into the 21st Century, the zombie has grown in popularity in film, videogames, and more recently in novels. The zombie genre has become a self-inspiring force in pop culture media today. Films inspired a number of videogames, which in turn, supplied the film industry with a resurgence of inspirations and ideas. Combined, these media have brought the zombie to a position of greater prominence in popular literature. Additionally, within the growing zombie culture today there is an over-arcing viral theme associated with the zombie. In many films, games, and novels there is a viral cause for a zombie outbreak. Meanwhile, the growing popularity of zombies and its widening reach throughout popular culture makes the genre somewhat viral-like as well. Filmmakers, authors and game designers are all gathering ideas from one another causing the some amount of self- cannibalisation within the genre. 3 Table of Contents Introduction 4 Chapter One 7 Evolution of the Dead Chapter Two 21 Contaminants, Viruses, and Possessions—Oh my! Chapter Three 34 Dawn of the (Digital) Dead Chapter Four 45 Rise of the Literary Zombie Conclusion 58 Bibliography 61 4 Introduction There are perhaps few, if any fictional monsters that can rival the versatility of the humble zombie (or zombi)1. -
Maxi Gamer Phoenixtm И Guillemottm Являются Торговыми Марками Компании Guillemot Corporation
L]\_ Zdb Maxi Gamer PhoenixTM и GuillemotTM являются торговыми марками компании Guillemot Corporation. Pentium является зарегистрированной торговой маркой компании Intel Corporation. Microsoft and Windows являются зарегистрированными торговыми марками компании Microsoft Corporation; Windows 95TM, Windows 98TM, DirectXTM, Direct3DTM, DirectSoundTM, DirectPlayTM, DirectInputTM, DirectDrawTM, DirectMusicTM являются торговыми марками компании Microsoft Corporation. 3Dfx Interactive, VoodooTM, Voodoo Graphics, Voodoo RushTM, Voodoo2TM, Voodoo BansheeTM и GlideTM являются торговыми марками и/или зарегистрированными торговыми марками компании 3Dfx Interactive. OpenGL является зарегистрированной торговой маркой компании Silicon Graphics. IBM и VGA являются зарегистрированными торговыми марками компании International Business Machines Corporation. AdobeTM и AcrobatTM являются торговыми марками компании Adobe Systems Inc. :\db_ Z\Z Copyright Guillemot Corporation 1998. Все права защищены. Никакая часть настоящего руководства ни в каких целях не может быть воспроизведена или передана в какой бы то ни было форме и какими бы то ни было средствами, будь то электронные или механические, включая фотокопирование и запись на магнитный носитель, если на то нет письменного разрешения корпорации Guillemot. MS-DOS и Windows являются зарегистрированными торговыми марками Microsoft, Inc. I__\^ ^Z] d\^\Zb _]ba^Zb_ _\_ A:H «F_]Z_c^F b_]Za__bGuillemot Corporation. Guillemot Corporation 1998 ] Maxi Gamer Phoenix - User Manual 1 KH>?J@:GB? I. 'NMGDPBB0$;,*$0(53+2(1,;........................................................ -
Stubbs the Zombie: Rebel Without 21 Starship Troopers PC Continues to Set the Standard for Both Technology and Advancements in Gameplay
Issue 07 THE WAY It’s Meant To Be Played Peter Jackson’s King Kong Age Of Empires III Serious Sam 2 Blockbusters Enjoy the season’s hottest games on the hottest gaming platform Chronicles Of Narnia: The Lion, The Witch City Of Villains F.E.A.R And The Wardrobe NNVM07.p01usVM07.p01us 1 119/9/059/9/05 33:57:57:57:57 ppmm The way it’s meant to be played 3 6 7 8 Welcome Welcome to Issue 7 of The Way It’s Meant 12 13 to be Played, the magazine that showcases the very best of the latest PC games. All the 30 titles featured in this issue are participants in NVIDIA’s The Way It’s Meant To Be Played program, a campaign designed to deliver the best interactive entertainment experience. Development teams taking part in 14 19 the program are given access to NVIDIA’s hardware, with NVIDIA’s developer technology engineers on hand to help them get the very best graphics and effects into their new games. The games are then rigorously tested by NVIDIA for compatibility, stability and reliability to ensure that customers can buy any game with the TWIMTBP logo on the box and feel confident that the game will deliver the ultimate install- and-play experience when played with an Contents NVIDIA GeForce-based graphics card. Game developers today like to use 3 NVIDIA news 14 Chronicles Of Narnia: The Lion, Shader Model 3.0 technology for stunning, The Witch And The Wardrobe complex cinematic effects – a technology TWIMTBP games 15 Peter Jackson’s King Kong fully supported by all the latest NVIDIA 4 Vietcong 2 16 F.E.A.R.