High-performance attention mechanisms in the browser
O(N) memory complexity attention mechanism for efficient sequence processing. Perfect for long sequences and memory-constrained environments.
Attention in hyperbolic space for hierarchical relationships. Better representation of tree-like structures and taxonomies.
Cluster and consolidate similar memories for efficient storage. Reduces memory footprint while preserving important information.
Memory: O(N) vs O(N²)
Speed: 2-4x faster
Use Case: Long sequences
Space: Poincaré ball
Benefit: Better hierarchies
Use Case: Tree structures
Compression: 5-10x
Quality: Minimal loss
Use Case: Large memory sets