The non-determinism in LLM inference at temperature zero, as described by Thinking Machines Lab, was formalized in Torch Lean to demonstrate how small floating-point arithmetic errors can alter the fi...

Using the Torch Lean framework, it was formally proven that the flash attention mechanism is equivalent to standard attention at the specification level.

AI systems from OpenAI and DeepMind achieved gold medal-level performance at the 2024 International Mathematical Olympiad (IMO).

The Mathlib library for the Lean theorem prover is the largest formal math library available, with over one million lines of high-quality formalized mathematics.

Torch Lean is a new framework that allows for writing neural networks in the Lean language, providing a PyTorch-style tensor system for formal verification.

Harmonic AI's AxiomProver successfully solved all 12 problems from a recent Putnam mathematical competition.

OpenAI recently claimed to have solved an 80-year-old mathematics problem from Erdős.