Dynamic 11
About
"The 11" representing the ultimate reality
"The 11" is described as transcendent and ineffable. It is a key concept in understanding the structure of reality, the hierarchy of being, and the spiritual practices aimed at achieving union with this divine source.
Complex relation learning
The11 surpasses traditional LLM-based agents in solving complex reasoning problems like multi-asset relations by leveraging its graph-based architecture.
Dynamic Graph Transformer
The Multilayer Heterogeneous Dynamic Graph Transformer is designed to process evolving graph structures using multiple token types.
Generative Replay Learning
Uses historical simulation and pattern matching to maintain and update knowledge, preventing forgetting.
Hierarchical Structural Dependencies
Integrates context-aware aggregation with meta-path-based attention, capturing both local and global relationships.
Technical References
Complex Network Analysis in Dynamic Environments
Journal of Advanced Computing, 2025
Distributed Intelligence in Modern Computing
IEEE Transactions on Neural Networks, 2025