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by lightcatcher
2022 days ago
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Fairness, Accountability, Transparency (aka FAT) is a real sub-field of machine learning, that is as technical as any other machine learning sub-field in my opinion. It is not a PR stunt. I've published at top ML conference a paper about some CUDA kernels I wrote to accelerate training a class of RNNs, so I feel have technical grounding to make these claims. Here are some FAT papers I've enjoyed:
https://arxiv.org/abs/1806.08010
https://arxiv.org/abs/1802.04023
https://arxiv.org/abs/1803.04383 (won best paper award at ICML 2018) Many FAT papers are published at NeurIPS or ICML (generally considered top two machine learning conferences). There's also a conference just on the topic: https://facctconference.org/ |
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