In the Web3 era, the value of data is increasingly prominent. However, many people have questions when participating in the OpenLedger data subnet (Datanet): Will the data I upload really bring me profits? Will the system only favor the model developers?

In fact, the uniqueness of OpenLedger lies in its establishment of a complete attribution mechanism. This mechanism not only gives data contributors a sense of participation, but also allows them to genuinely feel the rewards. These rewards are not based on the platform's empty promises, but are automatically executed through on-chain algorithms.

So, what is "attribution"? In short, attribution is determining which data plays a key role in the output of the model. The "Proof of Attribution" mechanism proposed by OpenLedger is designed to solve this problem. By analyzing the training and inference processes of the model, the system can automatically identify which data has the greatest impact on the final result and use this as the basis for reward distribution.

This means that as long as the data you provide is adopted by the model and indeed improves the model's performance, you are entitled to receive OPEN tokens as a reward. This mechanism ensures that the contributions of data providers are fairly recognized and compensated.

The attribution process of OpenLedger is not a product of imagination or subjective judgment, but is based on a built-in attribution engine that operates during the model inference process. This algorithm-based attribution method ensures the objectivity and fairness of the entire process.

Through this innovative attribution mechanism, OpenLedger not only incentivizes more people to participate in data sharing but also provides a new paradigm for valuing data. In this system, every piece of valuable data can receive its due rewards, thereby promoting the healthy development of the entire ecosystem.