2 papers
cs.AI2025
Patterns and Mechanisms of Contrastive Activation Engineering
Yixiong Hao, Ayush Panda, Stepan Shabalin +1
Controlling the behavior of Large Language Models (LLMs) remains a significant challenge due to their inherent complexity and opacity. While techniques like fine-tuning can modify…
cs.LG2025
Interpreting Large Text-to-Image Diffusion Models with Dictionary Learning
Stepan Shabalin, Ayush Panda, Dmitrii Kharlapenko +3
Sparse autoencoders are a promising new approach for decomposing language model activations for interpretation and control. They have been applied successfully to vision transforme…