BitFlipScope: Scalable Fault Localization and Recovery for Bit-Flip Corruptions in LLMs
BitFlipScope is a scalable software framework designed to find corrupted regions in LLMs caused by bit-flip faults. It uses two methods: differential analysis when a clean model is available, and residual perturbation when no reference model exists. The framework allows for fault diagnosis and lightweight recovery without expensive retraining.