Merging Vision-Language Models with Reasoning Models via Activation-Gradient Topology Alignment
Activation-Gradient Topology Alignment Merging (AGTAM) is proposed, a novel framework that makes cross-layer topology a first-class design criterion during VLM--LRM fusion, consistently outperforming existing merging methods while preserving the visual capabilities of the base VLM.