"ZKML"

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What’s the next for ZKML+DePIN?
Beginner

What’s the next for ZKML+DePIN?

This article provides examples of using ZKML to protect the privacy of AI model input data and explores the possibilities of combining ZKML and AI technnology.
1/16/2024, 11:20:19 AM
The Intersection of AI x Crypto — Opportunities and Challenges
Advanced

The Intersection of AI x Crypto — Opportunities and Challenges

AI x Crypto encompasses multiple subfields, including AI Agents, decentralized computing, data, oracles, ZKML, FHEML, coprocessors, Memes, generative art platforms, and gaming applications.
3/28/2024, 3:50:05 PM
zkPyTorch: Bringing Zero-Knowledge Proofs to PyTorch Inference for Truly Trustworthy AI
Intermediate

zkPyTorch: Bringing Zero-Knowledge Proofs to PyTorch Inference for Truly Trustworthy AI

This article delves into how the zkPyTorch compiler launched by Polyhedra Network integrates the mainstream AI framework PyTorch with zk-SNARKs technology, reducing the development threshold for ZKML and achieving credible verification and privacy protection in the machine learning inference process. It covers its three core modules (preprocessing, quantization, circuit optimization), key technologies (DAG, lookup tables, FFT convolution), multi-level circuit optimization strategies, and showcases breakthroughs in performance and accuracy of zkPyTorch through empirical data from VGG-16 and Llama-3.
6/11/2025, 3:26:11 AM
Intelligent DeFi: AI Redesigning the Blueprint of DeFi
Intermediate

Intelligent DeFi: AI Redesigning the Blueprint of DeFi

This article explores the integration of artificial intelligence and blockchain technology in the decentralized finance (DeFi) sector and its potential. Through an analysis of smart DeFi protocols such as Fyde Treasury and Mozaic Finance, the article demonstrates the application of AI in fund management and risk assessment. It also discusses the challenges AI faces in DeFi, including decentralization and scalability issues, and introduces zero-knowledge machine learning (zkML) technology, explaining how it helps address the challenges of applying AI in blockchain.
9/25/2024, 7:39:35 AM
AI+Crypto Landscape Explained: 7 Major Tracks & Over 60+ Projects
Advanced

AI+Crypto Landscape Explained: 7 Major Tracks & Over 60+ Projects

This article will explore the future development of AI and cryptocurrency, as well as explore investment opportunities, through seven modules: computing power cloud, computing power market, model assetization and training, AI Agent, data assetization, ZKML, and AI applications.
4/19/2024, 2:38:55 AM
Gate Research: Web3 Events and Crypto Technology Development(2025.1.18-2025.1.24)
Advanced

Gate Research: Web3 Events and Crypto Technology Development(2025.1.18-2025.1.24)

Gate Research (2025.1.11-2025.1.17): On January 20, Polyhedra introduced a new Zero-Knowledge Bootcamp with five specialized tracks, including zkML, to boost zero-knowledge proof technology development and enhance the blockchain ecosystem. That same day, Tether launched USDT0 on Kraken's Ethereum Layer 2 network, Ink—an innovation utilizing LayerZero's omnichain fungible token standard. On January 21, EigenLayer deployed its Rewards v2 protocol upgrade to the mainnet, implementing its first improvement proposal (ELIP-001). Also, on January 21, the Ethereum Foundation committed 50,000 ETH to the DeFi ecosystem, with initial test transactions completed on Aave.
1/23/2025, 10:18:33 AM
From Verifiable AI to Composable AI - Reflections on ZKML Application Scenarios
Intermediate

From Verifiable AI to Composable AI - Reflections on ZKML Application Scenarios

This paper re-examines verifiable AI solutions from an application perspective, and analyzes in which scenarios they are needed immediately, and in which scenarios the demand is relatively weak. Finally, the AI ecosystem model based on the public chain was discussed, and two different development models, horizontal and vertical, were proposed.
12/17/2023, 5:58:42 PM
ORA: Ethereum’s Trustless AI
Intermediate

ORA: Ethereum’s Trustless AI

在區塊鏈和人工智慧的交匯點上,ORA 正在開闢新的前沿,透過結合 AI、豐富的資料來源和任意規模的運算能力,不僅打破了智慧合約的限制,更賦予了開發者們創新空間。文中詳細介紹了 ORA 的核心技術和產品,包括零知識機器學習、Optimistic 機器學習以及樂觀隱私保護人工智慧,了解更多 ORA 如何推動鏈上 AI 的發展。
7/12/2024, 3:28:08 AM
Galaxy Digital: Exploring the Intersection of Cryptocurrency and AI
Intermediate

Galaxy Digital: Exploring the Intersection of Cryptocurrency and AI

This article explores the intersection of cryptocurrency and artificial intelligence, highlighting the emergence of public blockchains as one of the most profound advancements in computer science history. It discusses how the development of AI is already having a significant impact on our world.
2/28/2024, 4:59:26 AM
Understanding the Intersection of Crypto and AI
Advanced

Understanding the Intersection of Crypto and AI

The experiments in the intersection of cryptocurrency and artificial intelligence are driven by the same forces that underlie the most promising use cases for cryptocurrencies—access to permissionless and trustless coordination layers, facilitating value transfer more effectively.
2/22/2024, 8:21:23 AM
Crypto as an Illusion of AI
Intermediate

Crypto as an Illusion of AI

This article explores the potential integration of AI and cryptocurrencies, emphasizing that true integration involves incorporating Crypto into AI workflows and empowering AI with Crypto.
3/6/2024, 1:09:10 AM
Subdivisions in Crypto×AI Worth Paying Attention to
Beginner

Subdivisions in Crypto×AI Worth Paying Attention to

Vitalik has published "The promise and challenges of crypto + AI applications," discussing the ways blockchain and artificial intelligence can be combined and the potential challenges. The article presents four integration methods and introduces representative projects for each direction. There are differences in the core characteristics of AI and blockchain, so it's necessary to balance aspects such as data ownership, transparency, monetization capabilities, and energy costs when combining them. Currently, many AI applications are gaming-related, involving interaction with AI and training characters to better fit individual needs. At the same time, there are projects exploring the use of blockchain features to create better artificial intelligence. Decentralized computing power is also a popular direction but still faces challenges. Overall, the AI track needs to find projects with competitiveness and long-term value.
3/26/2024, 5:29:18 AM
Starknet Comprehensive Report
Intermediate

Starknet Comprehensive Report

In the past two years, the development speed of ZK has far exceeded expectations. The two leading ZK Rollups, ZkSync, and Starknet, have made significant progress in performance and costs. This article explores Starknet's technical advantages in a straightforward manner and simplifies the explanation of the ZK proof process.
5/29/2024, 12:40:32 AM
State of Crypto+AI 2024
Intermediate

State of Crypto+AI 2024

This article provides an in-depth analysis of 67 Crypto+AI projects, categorizing them from the perspective of Generative AI (GenAI), and explores how cryptocurrency supports AI and its associated benefits.
7/15/2024, 5:40:31 AM
AI into Crypto
Intermediate

AI into Crypto

The launch of ChatGPT in November 2022 has opened the eyes of various industry players to AI large language model. This frenzied dynamic permeated the Crypto space, and this article aims to introduce the development of AI, its current status, and the industry that has emerged from the combination of AI+Crypto.
9/19/2024, 10:04:06 AM

Your Gateway to Crypto World, Subscribe to Gate for A New Perspective

Your Gateway to Crypto World, Subscribe to Gate for A New Perspective