AlphaZero Algorithm

AlphaZero is a reinforcement learning algorithm renowned for its ability to master complex games through self-play, achieving superhuman performance without explicit domain knowledge. Current research focuses on extending AlphaZero's capabilities beyond games, applying its principles to solve challenging optimization problems and even discover analytical solutions in physics, often involving modifications like online fine-tuning or self-competition to improve efficiency and accuracy. These advancements highlight AlphaZero's potential as a powerful general-purpose problem-solving framework with implications for diverse fields, from artificial intelligence and operations research to scientific discovery.

Papers