Sep 4, 2023 · Abstract:Motivated by the emergence of decentralized machine learning (ML) ecosystems, we study the delegation of data collection.

May 2, 2024 · Motivated by the emergence of decentralized machine learning (ML) ecosystems, we study the delegation of data collection. Taking the field of ...

Motivated by the emergence of decentralized machine learning ecosystems, we study the delegation of data collection. Taking the field of contract theory as ...

This work designs optimal and near-optimal contracts that deal with two fundamental information asymmetries that arise in decentralized ML: uncertainty in ...

Sep 4, 2023 · Motivated by the emergence of decentralized machine learning ecosystems, we study the delegation of data collection.

Delegating Data Collection in Decentralized Machine Learning. N ... International Conference on Artificial Intelligence and Statistics, 478-486, 2024.

Sep 4, 2023 · Motivated by the emergence of decentralized machine learning ecosystems, we study the delegation of data collection.

We consider applications of this framework to problems in federated learning, the delegation of data collection, and recommendation systems. We design ...

Motivated by the emergence of decentralized machine learning (ML) ecosystems, we study the delegation of data collection. Paper