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NeurIPS 2021 pre-registration workshop
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Testing whether pre-registration can help fix our peer review system.
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ML Pre-registration workshops The pre-registration workshop : An alternative publication model for machine learning research Monday, December 13, 12:00-19:00 GMT Click to join us at NeurIPS 2021! Pre-registration in a nutshell Separate the generation and confirmation of hypotheses: Come up with an exciting research question Write a paper proposal without confirmatory experiments After the paper is accepted, run the experiments and report your results What does science get? A healthy mix of positive and negative results Reasonable ideas that don’t work still get published, avoiding wasteful replications Papers are evaluated on the basis of scientific interest, not whether they achieve the best results What do you get? It's easier to plan your research: get feedback before investing in lengthy experiments Your research is stronger: results have increased credibility Convince people that they will learn something even if the result i...
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