> For the complete documentation index, see [llms.txt](https://docs.nesa.ai/nesa/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.nesa.ai/nesa/major-innovations.md).

# Major Innovations

- [Private Inference for AI](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai.md)
- [Why Privacy Matters in Decentralized AI](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/why-privacy-matters-in-decentralized-ai.md)
- [Practical Approach: Equivariant Encryption (EE)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/practical-approach-equivariant-encryption-ee.md)
- [Scalable Private Inference with HSS-EE](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/scalable-private-inference-with-hss-ee.md)
- [Background and Exploratory Notes](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes.md)
- [Hardware Side: Trusted Execution Environments (TEEs)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/hardware-side-trusted-execution-environments-tees.md)
- [Trusted Execution Environments (TEEs)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/hardware-side-trusted-execution-environments-tees/trusted-execution-environments-tees.md)
- [Software/algorithm Side: Data Encryption](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/software-algorithm-side-data-encryption.md)
- [Visioning: Homomorphic Encryption](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/software-algorithm-side-data-encryption/visioning-homomorphic-encryption.md)
- [Implementation: Split Learning (HE)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/software-algorithm-side-data-encryption/implementation-split-learning-he.md)
- [Software/algorithm Side: Model Verification](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/software-algorithm-side-model-verification.md)
- [Zero-knowledge Machine Learning (ZKML)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/software-algorithm-side-model-verification/zero-knowledge-machine-learning-zkml.md)
- [Consensus-based Distribution Verification (CDV)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/software-algorithm-side-model-verification/consensus-based-distribution-verification-cdv.md)
- [Privacy Technology](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/privacy-technology.md)
- [Trusted Execution Environment (TEE)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/privacy-technology/trusted-execution-environment-tee.md)
- [Secure Multi-Party Computation (MPC)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/privacy-technology/secure-multi-party-computation-mpc.md)
- [Verifiable Random Function (VRF)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/privacy-technology/verifiable-random-function-vrf.md)
- [Zero-Knowledge Proof (ZKP)](https://docs.nesa.ai/nesa/major-innovations/private-inference-for-ai/background-and-exploratory-notes/privacy-technology/zero-knowledge-proof-zkp.md)
- [Decentralized Execution for AI](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai.md)
- [Why Decentralized AI?](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/why-decentralized-ai.md)
- [DAIs: Building Decentralized AI Applications on Nesa](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/dais-building-decentralized-ai-applications-on-nesa.md)
- [Models on Nesa: Playground and Custom Uploads](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/models-on-nesa-playground-and-custom-uploads.md)
- [Trust and Incentives: Miner Reputation](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/trust-and-incentives-miner-reputation.md)
- [Efficient Inference: MetaInf and Execution Optimization](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/efficient-inference-metainf-and-execution-optimization.md)
- [Background and Exploratory Notes](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes.md)
- [Blockchain-based Sequential Neural Sharding (BSNS)](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/blockchain-based-sequential-neural-sharding-bsns.md)
- [Model Partitioning and Deep Network Sharding](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/model-partitioning-and-deep-network-sharding.md)
- [Dynamic Sharding of Arbitrary Neural Networks](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/dynamic-sharding-of-arbitrary-neural-networks.md)
- [Cache Optimization to Enhance Efficiency](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/cache-optimization-to-enhance-efficiency.md)
- [Enhanced MTPP Slicing of Topological Order](https://docs.nesa.ai/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](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/bsns-with-parameter-efficient-fine-tuning-via-adapters.md)
- [Swarm Topology](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/swarm-topology.md)
- [Free-Riding Prevention](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/free-riding-prevention.md)
- [Validation, Reputation, and Miner Lifecycle](https://docs.nesa.ai/nesa/major-innovations/decentralized-execution-for-ai/background-and-exploratory-notes/validation-reputation-and-miner-lifecycle.md)
- [$NES Utility](https://docs.nesa.ai/nesa/major-innovations/usdnes-utility.md)
- [Background and Exploratory Notes](https://docs.nesa.ai/nesa/major-innovations/background-and-exploratory-notes.md)
- [Nesa's Academic Papers](https://docs.nesa.ai/nesa/major-innovations/background-and-exploratory-notes/nesas-academic-papers.md)
- [Nesa's Utility Suite](https://docs.nesa.ai/nesa/major-innovations/background-and-exploratory-notes/nesas-utility-suite.md)
- [DNA on Nesa](https://docs.nesa.ai/nesa/major-innovations/background-and-exploratory-notes/dna-on-nesa.md)
- [Definitions](https://docs.nesa.ai/nesa/major-innovations/background-and-exploratory-notes/definitions.md)