2048 (3x3, 4x4, 5x5) AI 6.5

Huan Lin ❘ Freeware ❘
iOS
uit 400 stemmen

Laatste versie
6.5 Veilig te installeren

Dit is geen downloadformulier!

De UpdateStar programma database wordt bijgehouden door gebruikers, voor gebruikers.
Met uw steun kunt u helpen om de software van alle andere gebruikers actueel te houden. Vul alle velden in die onjuist of achterhaald zijn. We zullen uw bijdrage zo spoedig mogelijk controleren en beoordelen.
Wij danken u voor uw steun aan UpdateStar!

Titel:

Categorie:

Vereisten:

Android

iOS

Windows

Mac

Linux

Licentie:

Uitgever:

Uitgever URL:

Beschrijving:

Classic 2048 puzzle game redefined by AI.

Our version of 2048 stands out in the market with its unique approach. We have incorporated advanced algorithms to develop an AI system for the classic 2048 puzzle game.

<ul>
 <li>Redefined by AI</li>
</ul>

We have successfully created an AI system that utilizes a variety of state-of-the-art algorithms to enhance the gameplay experience. These algorithms include Monte Carlo Tree Search (MCTS) [a], Expectimax [b], Iterative Deepening Depth-First Search (IDDFS) [c], and Reinforcement Learning [d].

<ol>
 <li>Monte Carlo Tree Search (MCTS) is a heuristic search algorithm initially introduced in 2006 for the game of computer Go. Over time, it has proven effective in other games such as chess and, of course, 2048. MCTS selects the best possible move from the game tree's current state, similar to IDDFS.</li>
 <li>Expectimax search is a variation of the minimax algorithm that incorporates "chance" nodes into the search tree. This technique is commonly utilized in games with unpredictable elements, such as Minesweeper (random mine placement), Pacman (random ghost movement), and our very own 2048 game (random tile spawning positions and values).</li>
 <li>Iterative Deepening Depth-First Search (IDDFS) is a search strategy that repeatedly runs a depth-limited version of DFS with increasing depth limits. IDDFS shares the optimality of breadth-first search (BFS) while using significantly less memory. Our implementation of 2048 AI assigns heuristic scores or penalties to various features (e.g., empty cell count) to compute the optimal next move.</li>
 <li>Reinforcement learning involves training ML models to generate actions or decisions within an environment, with the goal of maximizing cumulative rewards. Our 2048 RL implementation doesn't rely on any hardcoded intelligence, which means it doesn't utilize heuristic scores based on human understanding of the game. The AI agent independently "figures out" the best moves as we train the model.</li>
</ol>

References:

<ol>
 <li><a href="https://www.aaai.org/Papers/AIIDE/2008/AIIDE08-036.pdf">[a] Monte Carlo Tree Search</a></li>
 <li><a href="http://www.jveness.info/publications/thesis.pdf">[b] Expectimax Search</a></li>
 <li><a href="https://cse.sc.edu/~MGV/csce580sp15/gradPres/korf_IDAStar_1985.pdf">[c] Iterative Deepening Depth-First Search</a></li>
 <li><a href="http://rail.eecs.berkeley.edu/deeprlcourse/static/slides/lec-8.pdf">[d] Reinforcement Learning</a></li>
</ol>

Labels:

Korte beschrijving:

Geïnstalleerde versie onbekend?

Huidige versie:

Download URL:

Directe download URL:

Koop URL:

Pictogram URL:

Schermafbeelding 1 URL:

Schermafbeelding 2 URL:

Schermafbeelding 3 URL:

Schermafbeelding 4 URL:

PAD-bestand URL:

Opmerking:

Uw e-mailadres:

Nieuwsbrief:

Voer uw e-mailadres in zodat wij u kunnen bereiken indien we vragen hebben over uw bijdrage. Wij zullen uw e-mailadres nooit delen met derden.

Schermafbeeldingen (Klik om te vergroten)

Aanverwant

1024 - Maths challenge

1024 offers an engaging gaming experience for players worldwide. This game provides a straightforward and enjoyable gameplay. Players can easily move tiles in multiple directions, aiming to merge identical tiles into larger ones.

2048 : Top Free Puzzle Game

The classic 2048 puzzle is an engaging and straightforward number puzzle game. It offers a highly addictive and enjoyable experience. The objective is to strategically combine the numbers until reaching the coveted 2048 tile.

2048 Bricks

The legend has returned! Experience the renowned game 2048 in a captivating new format! Challenge yourself by strategically dropping bricks and combining identical numbers to achieve the highly sought-after 2048 and even larger tiles.

2048 Number Saga

This traditional number-matching puzzle offers a stimulating and engaging challenge. Players swipe in all four directions to shift tiles across the grid, with each move generating a new tile in an empty space.

2248: Number Link 2048 Games

2248: Number Link 2048 Games is a classic addictive number link merge puzzle game that provides a challenging yet relaxing experience. The goal of the game is to connect the same numbered blocks in order to merge them into higher numbers.

4096 Classic Puzzle!

Challenge your puzzle-solving skills with the 4096 extension of the well-known game 2048. With increased difficulty following tile 2048, this version offers a heightened level of addiction and challenge that will put your brain to the …

Laatste versie
6.5

Veilige en gratis downloads, gecontroleerd door UpdateStar

Blijf actueel
met UpdateStar freeware.

Recente beoordelingen

	AMD Ryzen Master Ontgrendel het volledige potentieel van uw AMD Ryzen-processor met AMD Ryzen Master!
	TeraCopy TeraCopy: Verbeter uw ervaring met het kopiëren van bestanden!
	ISO to USB Maak moeiteloos opstartbare USB-drives met ISO naar USB
	Plantronics Hub Software Verbeter uw Plantronics-ervaring met Plantronics Hub-software!
	Free Unrar Gratis Unrar: efficiënt, eenvoudig en lichtgewicht
	AnyMP4 iOS Cleaner for Mac Maak moeiteloos ruimte vrij met AnyMP4 iOS Cleaner voor Mac

Meest populaire downloads

	UpdateStar Premium Edition Uw software up-to-date houden is nog nooit zo eenvoudig geweest met UpdateStar Premium Edition!
	Microsoft Edge Een nieuwe standaard in surfen op het web
	Google Chrome Snelle en veelzijdige webbrowser
	Microsoft Visual C++ 2015 Redistributable Package Verbeter de prestaties van uw systeem met Microsoft Visual C++ 2015 Redistributable Package!
	Microsoft Visual C++ 2010 Redistributable Essentieel onderdeel voor het uitvoeren van Visual C++-toepassingen
	Microsoft OneDrive Stroomlijn uw bestandsbeheer met Microsoft OneDrive