Your Data, Your Value
Major AI companies extract immense value from your data without compensation. Dataflux creates a new paradigm where you are rewarded for your contributions to AI training, without ever sacrificing privacy.
The Dataflux Solution
On-Device Training
Your data never leaves your device. Only encrypted model updates are shared, ensuring ultimate privacy.
Fair Compensation
Using the Shapley value method, contributions are precisely measured and rewarded.
Data Quality Matters
A sophisticated system assesses data for its diversity, relevance, and consistency, ensuring high-quality model training.
Federated Learning Architecture
Secure Aggregator
(on AETHON)
Global Model
Local models are trained on user devices. Encrypted gradients are sent to a secure aggregator on the AETHON network, which updates the global model without seeing any raw data.
Shapley Value Explained
We use a Nobel Prize-winning algorithm from game theory to ensure every data contributor is paid exactly what they're worth.
Compensation(i) = Ī£ [|S|!(n-|S|-1)!/n!] Ć [v(SāŖ{i}) - v(S)]
This formula calculates the marginal contribution of each participant to every possible coalition, guaranteeing a fair and robust distribution of rewards.