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WEB3, DIGITAL ASSETS, MARKET SECURITY & AUTONOMOUS INTELLIGENT SYSTEMS

10:00 – 11:30
Session D5 – Crypto Market Microstructure, Risk Models & Regulated Digital Assets
  • Market liquidity modeling (stochastic processes)
  • Automated market makers (AMM) mathematical models
  • Smart-contract formal verification
  • CBDC technical architectures
  • Stablecoins: solvency, peg-stability, risk propagation
Mathematical content:
  • Stochastic price impact
  • Invariant functions (constant product, hybrid curves)
  • Formal verification (Coq, Isabelle)
  • Risk propagation PDEs

Scientific Value: the science that governs decentralized financial systems.

12:00 – 13:30
Session D6 – Autonomous Distributed Intelligence & Secure Multi-Agent Systems
  • Multi-agent reinforcement learning in decentralized environments
  • Reputation systems & consensus-driven trust
  • Agent-based modelling for markets & mobility
  • Distributed AI over blockchain (verifiable ML)
  • Secure oracle systems and cross-domain data integrity
Models:
  • Markov decision processes
  • Agent behavioural equations
  • Graph neural networks for protocol dynamics
  • Verifiable ML circuits (zkML)

Scientific Value: When AI, blockchain, and physical systems become a single intelligent network.