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Do Published ML Papers Actually Work in Practice?

This question is for everyone who has published at NeurIPS/ICML/ICLR/CVPR/AAAI/ACL/etc. with empirical results/experiments. Have you personally published something that, in your own opinion, "doesn't actually work," but the experiments paint the picture that it does?

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