AlphaEvolve MARL

1

Evolution Pipeline

Watch AlphaEvolve's evolutionary search discover new algorithms through LLM-guided code mutation, evaluation, and selection

Core 2

CFR Algorithm Comparison

Side-by-side convergence comparison of Vanilla CFR, CFR+, DCFR, and VAD-CFR on Kuhn Poker with real regret matching

Core 3

VAD-CFR Deep Dive

Step through VAD-CFR's three innovations: volatility-adaptive discounting, asymmetric regret boost, and hard warm-start

Interactive 4

PSRO & SHOR-PSRO

Visualize population-based learning with Policy Space Response Oracles and the evolved hybrid meta-solver

Core 5

Code Mutation Viewer

Watch Python code evolve from vanilla CFR to VAD-CFR through semantic mutations — the code-as-substrate paradigm

Interactive 6

Game Tree Explorer

Interactive Kuhn Poker game tree with information sets, strategy profiles, and live CFR solving

Interactive 7

Convergence Race

Race five algorithms to Nash equilibrium across multiple games — who converges fastest?

Interactive 8

Exploitability Landscape

3D terrain visualization of the exploitability surface with algorithm trajectories navigating toward Nash equilibrium

3D