Advanced Attention Mechanisms

Relative Position Representations

Shaw et al. Approach

T5 Relative Position Bias

RoPE (Rotary Position Embedding)

Local Attention Windows

Strided Attention

Random Attention

Structured Sparsity

Hierarchical Attention

Multi-Resolution Processing

Pyramid Attention

Vision-Language Models

Audio-Text Alignment

Multimodal Fusion