Decentralization

Decentralized AI: Privacy, Fairness, and the Future of Machine Learning

A keynote on the convergence of federated learning, blockchain, and decentralized systems for privacy-preserving AI

Nov 1, 2024

DePIN: The Future of Physical Infrastructure

Why Decentralized Physical Infrastructure Networks (DePIN) represent a fundamental shift in how we build and own critical infrastructure.

May 8, 2024

Why Deepfake Detection Needs Decentralization

As deepfake technology becomes more sophisticated, centralized detection approaches are failing. Here's why we need decentralized solutions.

Apr 18, 2024

Generalized DePIN Protocol

A generalized protocol framework for building and operating Decentralized Physical Infrastructure Networks (DePIN), enabling the creation of decentralized alternatives to traditional infrastructure services.

Feb 28, 2024

Epistral Network: Revolutionizing Media Curation and Consumption through Decentralization

Abstract This paper introduces the Epistral Network, a novel decentralized framework for media curation and consumption. We present an innovative approach that leverages blockchain technology and distributed systems to create a more democratic and transparent content ecosystem.

Feb 1, 2024

Deepfake Detection Network

A decentralized blockchain-based network for detecting deepfakes using dynamic algorithm management. This project addresses the growing challenge of synthetic media manipulation by leveraging distributed consensus and machine learning.

Jan 15, 2024

Centralized Intermediation in a Decentralized Web3 Economy: Value Accrual and Extraction

This paper examines the paradoxical emergence of centralized intermediaries within the supposedly decentralized Web3 ecosystem. We analyze how these intermediaries accumulate and extract value, despite the underlying blockchain technology being designed to eliminate such middlemen.

Nov 1, 2023