Chinese Neurosurgeon Uses ChatGPT to Prove Decades-Old Math Conjecture
Jin Shanmu, a neurosurgeon and postdoctoral researcher at Peking Union Medical College Hospital in Beijing, has made headlines in the mathematics community by successfully proving Crouzeix's conjecture, a long-standing issue in numerical linear algebra. This significant achievement was not reached through conventional mathematical techniques but rather via a 16-hour autonomous session on GPT-5.6-Sol, utilizing the ChatGPT Work platform. Initially focused on brain ultrasounds, Jin unexpectedly ventured into matrix analysis. Crouzeix's conjecture, introduced by the French mathematician Michel Crouzeix, asserts that the norm of any function applied to a matrix does not exceed twice the function's maximum value on the matrix's numerical range. Jin's accomplishment illustrates the increasing influence of AI in scientific exploration, showcasing how large language models can tackle intricate mathematical challenges. The mathematical community has reacted with astonishment, as this proof was generated by a non-mathematician utilizing AI technology, highlighting AI's potential to democratize advanced research and expedite breakthroughs in various fields.
Key facts
- Jin Shanmu is a Beijing-based neurosurgeon and postdoctoral researcher at Peking Union Medical College Hospital.
- Jin proved Crouzeix's conjecture, a problem in numerical linear algebra.
- The proof was achieved through a 16-hour autonomous run on GPT-5.6-Sol, operating on the ChatGPT Work platform.
- The conjecture was proposed by French mathematician Michel Crouzeix.
- The conjecture posits that the norm of applying any function to a matrix is no larger than twice the function's maximum value on that matrix's numerical range.
- Jin stumbled into matrix analysis while researching transcranial ultrasounds.
- The achievement has stunned the mathematics world.
- The tool used was ChatGPT, an AI language model.
Entities
Artists
- Jin Shanmu
- Michel Crouzeix
Institutions
- Peking Union Medical College Hospital
- ChatGPT Work
Locations
- Beijing
- China