Neural Networks
SymTorch: Extracting Symbolic Math from Neural Networks
New framework converts opaque neural network decisions into interpretable mathematical expressions, enabling better model verification and understanding of AI behavior.
Neural Networks
New framework converts opaque neural network decisions into interpretable mathematical expressions, enabling better model verification and understanding of AI behavior.
LLM
Researchers develop uncertainty heads to efficiently verify LLM reasoning steps, achieving 93% accuracy in detecting errors while reducing compute costs by 90% compared to existing verification methods.