6.5 Safe to install
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.
- Redefined by AI
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].
- 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.
- 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).
- 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.
- 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.
References:
- [a] Monte Carlo Tree Search
- [b] Expectimax Search
- [c] Iterative Deepening Depth-First Search
- [d] Reinforcement Learning
Overview
2048 (3x3, 4x4, 5x5) AI is a Freeware software in the category Games & Entertainment developed by Huan Lin.
The latest version of 2048 (3x3, 4x4, 5x5) AI is 6.5, released on 11/12/2023. It was initially added to our database on 11/12/2023.
2048 (3x3, 4x4, 5x5) AI runs on the following operating systems: iOS.
Users of 2048 (3x3, 4x4, 5x5) AI gave it a rating of 5 out of 5 stars.
Related products
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.2248: Number Link 2048 Games
Join the Number Fusion Craze with 2248: Number Link 2048!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 …BBTAN : Break Brick
'BBTAN' has recently released an exciting update that brings a fresh wave of features to enhance your gaming experience. This update introduces a new game mode, new types of bricks, a revamped system, and an improved UI graphic.Brick Merge 3D
Place bricks, pile them, and merge to grow. Complete levels to raise the building.Color Puzzle - Hue Match Game
Are you skilled in perceiving colors with exceptional acuity? Or are you seeking a tranquil yet captivating puzzle gaming experience? Look no further than this delightful color puzzle game!Go Team
Go Team is a versatile technology platform serving as the framework for a range of engagement programs. These solutions can be tailored to align with your objectives, using your own content and messaging.Linia Stripes: Relax & Collect
Linia Stripes is a captivating puzzle game that challenges players to clear the board by strategically collecting patterns. With thousands of mesmerizing and colorful levels, this game is sure to keep you entertained and engaged.Melty Land
Dive into the Whimsical World of Melty LandMonopong
Monopong is a minimalist arcade game reminiscent of the classic paddle and ball concept, offering a personalized gaming experience.Not Not 2 - A Brain Challenge
Not Not 2: A Mind-Bending Sequel that Challenges Your WitsNoticreo Run
Noticreo: Streamlined Media Management for ProfessionalsPuzzle 2048 Classic
The gameplay revolves around a straightforward mechanic where players swipe to maneuver tiles. When two tiles with identical numbers meet, they merge to form a new tile with double the value.Twenty
Twenty is an engaging arcade/puzzle game that offers a delightful challenge. The game progressively increases in difficulty, providing a refreshing experience for players as they reach higher levels.UpWard!
Elevate Your Tasks with UpWard!Latest Updates
Driver Magician Lite 5.68
Essential Tool for Driver ManagementGuitar Pro 8.1.4.43
Master the Guitar with Guitar Pro's Advanced Tablature Software!SoftPerfect Network Scanner 8.2.4
Efficient Network Scanner Tool for Network AdministratorsChromium 136.0.7104
Chromium BSU: A Fast-Paced Top-Down Shooter GameEZ CD Audio Converter 12.1.0.6
EZ CD Audio Converter: The Ultimate Tool for Audio Conversionn-Track Studio 10.2.1.9625
Unleash Your Creativity with n-Track StudioLatest News
Latest Reviews
![]() |
Charleys Rewards
Unlock Delicious Rewards with Charleys Rewards |
![]() |
SnapBridge
Seamless Connectivity for Nikon Users with SnapBridge |
![]() |
My Hurricane Tracker & Alerts
Stay Ahead of Storms with My Hurricane Tracker & Alerts |
![]() |
Windy.com - Weather & Radar
Accurate Weather Insights at Your Fingertips |
![]() |
My Town : Beauty Contest Party
Hosted the Ultimate Glamour with My Town: Beauty Contest Party! |
![]() |
TV Time: Track Shows & Movies
TV Time: Your Ultimate Companion for TV Shows and Movies |
![]() |
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! |