2026
Semantic Impact–Driven Visual Scheduling in Vision-Language Models
ICML 2026poster
Vision-Language Models (VLMs) suffer from high inference latency due to long visual sequences. To enable efficient, on-demand utilization of visual information, we argue that visual necessity should be assessed by its semantic impact on the output distribution, rather than inferred from intermediate…