# Background and Exploratory Notes

- [Blockchain-based Sequential Neural Sharding (BSNS)](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/blockchain-based-sequential-neural-sharding-bsns.md)
- [Model Partitioning and Deep Network Sharding](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/model-partitioning-and-deep-network-sharding.md)
- [Dynamic Sharding of Arbitrary Neural Networks](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/dynamic-sharding-of-arbitrary-neural-networks.md)
- [Cache Optimization to Enhance Efficiency](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/cache-optimization-to-enhance-efficiency.md)
- [Enhanced MTPP Slicing of Topological Order](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/enhanced-mtpp-slicing-of-topological-order.md)
- [BSNS with Parameter-efficient Fine-tuning via Adapters](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/bsns-with-parameter-efficient-fine-tuning-via-adapters.md)
- [Swarm Topology](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/swarm-topology.md)
- [Free-Riding Prevention](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/free-riding-prevention.md)
- [Validation, Reputation, and Miner Lifecycle](/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/validation-reputation-and-miner-lifecycle.md)