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

Huan Lin ❘ Freeware ❘
iOS
out of 399 votes

This is not a download form!

The UpdateStar program database is maintained by the users, for the users.
With your support, you can help all other users keep their software setup up-to-date. Fill out any fields that are incorrect or not up to date. We will check and evaluate your contribution as soon as possible.
Thank you for supporting UpdateStar!

Title:

Category:

Requirements:

Android

iOS

Windows

Mac

Linux

License:

Publisher:

Publisher URL:

Description:

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>

Tags:

Short description:

Installed version unknown?

Current version:

Download URL:

Direct Download URL:

Buy URL:

Icon URL:

Screenshot 1 URL:

Screenshot 2 URL:

Screenshot 3 URL:

Screenshot 4 URL:

PAD file URL:

Comment:

Your email:

Newsletter:

Please enter your email address if we may contact you should we have questions regarding your contribution. We will never share your e-mail address with any third party.

Screenshots (Click to view larger)

Secure and free downloads checked by UpdateStar

Stay up-to-date
with UpdateStar freeware.

Latest Reviews

	XDA Forums XDA Forums: A Developer's Paradise
	USB Sound Blaster HD Elevate Your Audio Experience with USB Sound Blaster HD
	Asistent inštalácie Windowsu Effortless Windows Installation with Microsoft Assistant
	DocTranslate Effortless Document Translation with DocTranslate
	Dark Fantasy: Jigsaw Puzzle Dive into the Spellbinding World of Dark Fantasy: Jigsaw Puzzle
	Far Cry Explore Vast Open Worlds in Far Cry

Most Popular Downloads

	UpdateStar Premium Edition Keeping Your Software Updated Has Never Been Easier with UpdateStar Premium Edition!
	Microsoft Visual C++ 2015 Redistributable Package Boost your system performance with Microsoft Visual C++ 2015 Redistributable Package!
	Microsoft Edge A New Standard in Web Browsing
	Google Chrome Fast and Versatile Web Browser
	Microsoft Visual C++ 2010 Redistributable Essential Component for Running Visual C++ Applications
	Microsoft Update Health Tools Microsoft Update Health Tools: Ensure Your System is Always Up-to-Date!