2048 Emulator and Simulator
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Emulate Heuristic
Run Analysis
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Heuristic Emulation Settings
Strategy:
Monotonicity
Corner
Center
Expectimax
Expectimax Corner ⭐
Gradient Descent ⭐
Opportunistic
Smoothness
Adaptive
Ultra-Adaptive
Advanced Minimax
Weighted Combo
ML Sim ⭐
Speed (seconds per move):
Two-Phase Strategy
Start Emulation
Stop
Batch Analysis Settings
Single Strategy
Compare Multiple
Two-Phase
Strategy:
Monotonicity
Corner
Center
Expectimax
Expectimax Corner ⭐
Gradient Descent ⭐
Opportunistic
Smoothness
Adaptive
Ultra-Adaptive
Advanced Minimax
Weighted Combo
ML Sim ⭐
Expectimax Corner ⭐
ML Sim ⭐
Gradient Descent ⭐
Ultra-Adaptive
Adaptive
Corner
Monotonicity
Expectimax
Early:
Corner
Monotonicity
Center
Expectimax
Expectimax Corner ⭐
Gradient Descent ⭐
Opportunistic
Smoothness
Adaptive
Ultra-Adaptive
Advanced Minimax
Weighted Combo
ML Sim ⭐
Late:
Expectimax Corner ⭐
ML Sim ⭐
Gradient Descent ⭐
Ultra-Adaptive
Adaptive
Corner
Monotonicity
Center
Expectimax
Opportunistic
Smoothness
Advanced Minimax
Weighted Combo
Switch at:
64
128
256
512
Games:
Start Analysis
Stop
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Touch Controls:
Swipe in any direction to move tiles
⬆️⬇️⬅️➡️ Use keyboard arrows on desktop
Description
Statistics
Settings
2048 Analysis Tool Guide
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Overview - Getting Started
Analysis Modes
Strategy Heuristics
Tips & Best Practices
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Analysis Settings
Run Configuration
Number of Runs:
Emulation Speed (seconds):
Strategy Weights
Monotonicity Weight:
Corner Weight:
Center Weight:
Expectimax Weight:
Opportunistic Weight:
Smoothness Weight:
Empty Tiles Weight:
Merge Weight:
Apply Settings
ML Weight Optimization
Experimental:
Use machine learning to find optimal weights automatically.
Optimization Method:
Random Search
Genetic Algorithm
Grid Search
Bayesian Opt
Iterations/Generations:
Games per Evaluation:
Start Optimization
Stop
Initializing...
Best Configuration Found:
Apply These Weights