AI Learning from “Brilliant” Chess Moves ๐ก
Artificial intelligence has demonstrated its ability to outsmart humans at chess, but can it do so with creativity? A recent study from the University of Toronto delves into this question by training an AI model on a database of chess moves to recognize “brilliant” moves that are both unexpected and successful.
Project Genesis and Methodology ๐ง
The AI “move brilliance” project, initiated in November 2023, was led by University of Toronto associate professor Michael Guerzhoy and graduate student Kamron Zaidi. The research team leveraged data from 8,574 games and 820 moves sourced from lichess.org, an online chess platform.
- The study was inspired by Google Deepmind’s AlphaZero, a program that mastered chess, shogi, and Go through self-teaching.
- Unlike AlphaZero, the project employed neural networks to assess chess moves and predict outcomes.
Neural Networks and Chess Brilliance ๐
Neural networks, modeled after the human brain, consist of interconnected nodes that process information similarly to biological systems. Guerzhoy lauded these networks’ ability to evaluate chess positions accurately, outperforming traditional methods.
- The study utilized Leela Chess Zero and Maia, open-source AI models, to analyze 556 games and 158 studies.
- The results revealed a 79% accuracy rate in identifying brilliant moves based on expert and amateur player perceptions.
Defining Brilliance in Chess โ๏ธ
Guerzhoy and Zaidi acknowledged that perceptions of “brilliance” can vary among chess players, with experts and amateurs appreciating different aspects of the game. While the AI successfully executed moves, the challenge lies in aligning its definition of brilliance with public opinion.
- Challenging “brilliant” moves may only be deemed as such based on their effectiveness.
- Guerzhoy emphasized the subjective nature of brilliance, citing unconventional moves as potential markers.
Chess’s Resurgence and Intersection with Technology ๐
Thanks to popular culture references like Netflix’s “The Queen’s Gambit,” chess has experienced a renaissance in recent years, even infiltrating the cryptocurrency space. In 2021, the International Chess Federation partnered with TON Labs to launch an NFT marketplace on the TON network during the World Championship.
- The FTX cryptocurrency exchange also organized a chess tournament in 2021, with the victor claiming $84,000 in Bitcoin.
- In 2023, Zebedee and Viker introduced a play-to-earn Bitcoin Chess game, showcasing the fusion of chess with blockchain technology.
Hot Take: Rethinking Chess Brilliance and Technology ๐
The study at the University of Toronto opens up exciting possibilities for AI-driven insights into the world of chess, redefining brilliance through a combination of technology and player perception. As the boundaries between artificial intelligence and human creativity blur, the future of chess strategy looks increasingly innovative.
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