Artificial Intelligence #artificial intelligence#machine learning
SACE Framework Introduces First Scale-Aware Concept Erasure for Visual Autoregressive Models to Prevent Catastrophic Semantic Collapse
Researchers propose SACE, the first scale-aware concept erasure framework for visual autoregressive (VAR) models. It prevents catastrophic semantic collapse caused by naive application of erasure techniques from diffusion models. The framework introduces the Semantic Singularity Axiom and Incremental Semantic Saliency Analysis to surgically erase concepts with minimal overhead.
Jun 16, 2026 1 source
