There's not enough diversity for attention to learn meaningful patterns Uniform averaging is near-optimal when all neighbors matter equally Attention adds noise rather than extracting signal Despite ...

In multimodal reasoning services, the visual encoder (ViT / Vision Transformer) typically has a few characteristic traits: Many layers, fragmented operators: Each layer includes LN, QKV projections, ...