AI's Role in Transforming Mathematics

Sep 18, 2024

Lecture Notes: AI and Machine Assistance in Mathematics by Professor Terence Tao

Introduction

  • Professor Terence Tao: Notable mathematician; youngest IMO gold medalist at age 30.
  • Topic: AI's impact on mathematics research and competition.

Personal Reflections on IMO

  • Enjoyed his time at IMO; emphasizes the importance of social activities alongside competition.

AI in Mathematics

  • AI is transforming research mathematics, differing from competition mathematics.
  • Importance of tools like AlphaGeometry for solving geometry problems in IMO.
  • Traditional use of computers vs. modern AI tools.

History of Machine Assistance in Mathematics

Early Use of Machines

  • Machines (e.g., abacus) have been used for thousands of years.
  • Computers have been used for about 300-400 years.
  • Early professions involved human "computers" for calculations.

Evolution of Computational Assistance

  • Development of logarithm tables and databases.
  • Example: Prime number theorem discovered through computation by Gauss.
  • Tools like the Online Encyclopedia of Integer Sequences (OEIS) assist in finding mathematical sequences.

Scientific Computation

  • Definition: Using computers for large calculations (e.g., linear equations, partial differential equations).
  • Historical example: Hendrik Lorentz used human computers for modeling fluid equations.
  • Limitations of traditional computational methods vs. AI methods.

Advanced Computational Tools

SAT/SMT Solvers

  • SAT Solvers: Solve logic puzzles with true/false statements.
  • Example: Pythagorean triple problem solved using SAT solver.

Modern Applications of AI in Mathematics

Machine Learning and Proof Assistants

  • Use of machine learning for discovering mathematical connections.
  • Formal proof assistants facilitate proof verification and formalization of mathematics.

Historical Examples

  • Four-Color Theorem: Initial proof required human verification, later formalized with computer assistance.
  • Kepler Conjecture: Used complicated computer-assisted proofs, leading to long verification time.

Current Projects and Tools

  • Lean: A proof assistant language for formal mathematics.
  • Recent successes in formalizing important mathematical results with collaborative efforts.

Future of Mathematics with AI

  • AI could assist in generating conjectures and exploring mathematical problems at scale.
  • Ongoing need for human mathematicians to guide AI development.

Conclusion

  • Excitement about the potential for AI in mathematics, while acknowledging the continued importance of traditional methods and human oversight.

Q&A Highlights

  • Discussion on formalizing mathematics and the role of different proof-assistant languages.
  • Insight into Tao’s research topic selection process influenced by social interactions in mathematics.