Artificial Intelligence #loki#memory-free
LOKI Memory-Free Method Improves Lifelong Knowledge Editing in Language Models by 14%
Researchers introduce LOKI, a memory-free method for lifelong knowledge editing in language models. It uses dynamic layer selection via the Hilbert-Schmidt Independence Criterion and projects gradient updates onto the null-space of model weights, eliminating the need for previous knowledge access. Experiments show up to 14% improvement in average accuracy over existing approaches.
Jul 8, 2026 1 source