Wojciech Samek
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The paper proposes a novel decentralized framework that uses blockchain and Multi-task Peer Prediction to incentivize and manage the computationally intensive process of Federated Learning.
The paper advocates for the establishment of Model Science, a systematic discipline that moves beyond simple benchmarking to deeply analyze AI models' internal workings and failure modes.
Papers
The Case for Model Science: Verify, Explore, Steer, Refine
Przemyslaw Biecek, Luca Longo, Jianlong Zhou, Thomas Fel +2 more
The paper advocates for the establishment of Model Science, a systematic discipline that moves beyond simple benchmarking to deeply analyze AI models' internal workings and failure modes.