Machine Heart

Apr 15, 2026 · Artificial Intelligence

When Usability Becomes a Weakness: How VENOM Breaks Vertical Federated Learning

The paper reveals that intermediate representations in vertical federated learning retain exploitable geometric structure, and introduces VENOM—a geometry‑aware model‑stealing framework that outperforms existing defenses across multiple datasets, even under distribution shift.