Following a massive release of math solutions, OpenAI has unveiled new AI-generated discoveries spanning computer science and physics.
OpenAI released manuscripts containing over 700 pages of solutions and progress for 372 major math problems. Just a few weeks later, OpenAI expanded its computational discoveries into computer science and physics.
OpenAI Publishes New Computer Science and Physics Manuscripts on GitHub
For this latest rollout, the company utilized three different distribution strategies. The mathematics results were published openly for researchers to examine and explain independently. The computer science and physics findings involved an external group of expert collaborators. OpenAI asked the computer science group to generate their own writeups and materials while simultaneously releasing the raw AI output to the public. Meanwhile, the release of the physics materials has been deferred entirely to the group handling them.
Two new manuscripts have been added to GitHub. One establishes Sogge’s local smoothing for waves in every spatial dimension, which serves as a conjecture concerning the behavior of solutions to the wave equation. The other manuscript provides proof that the Exponential Time Hypothesis (ETH)—an assumption in computer science holding that certain problems are simply too difficult to solve quickly—is false.
ETH has long been widely believed to be true, forming the underlying basis for hundreds of papers across diverse fields such as databases, computational biology, and geometry. If the hypothesis is indeed false, researchers could theoretically find more efficient algorithms to solve problems across all of those domains. The scientists who originally proposed ETH are now part of the external expert group asked by OpenAI to examine and explain the model-generated results.
OpenAI Details Interacting Quantum Field Theories and Credit Policies
The physics discoveries involve proof of interacting quantum field theories containing gauge fields and fermions in four dimensions. Although the physics group has not yet published its findings regarding this work, it has not published its findings yet. It has established an email address—YANGMILLS4D[@]gmail.com—to handle all questions concerning its efforts.
OpenAI has stated that it will not seek any academic credit for the discoveries produced by its models. Individual members of each expert group will receive credit for the writeups and materials they produce. These collaborative groups are responsible for ensuring that the AI-generated outputs appropriately credit all the human researchers, techniques, and underlying ideas that the company's models drew upon.
