Rashomon sets
PulseAugur coverage of Rashomon sets — every cluster mentioning Rashomon sets across labs, papers, and developer communities, ranked by signal.
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arXiv paper argues linear models remain effective in complex domains
A new paper published on arXiv explores why linear models can still be effective for prediction in complex, nonlinear domains, even when the underlying mechanisms are intricate. The authors argue that this phenomenon oc…
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ArborEnum algorithm enumerates decision tree Rashomon sets over continuous features
Researchers have developed a new algorithm called ArborEnum that can enumerate decision tree Rashomon sets over continuous features. This algorithm addresses the limitations of previous methods that required binarizing …
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PRAXIS algorithm efficiently models decision tree diversity
Researchers have developed PRAXIS, a new algorithm designed to efficiently approximate Rashomon sets for sparse decision trees. Rashomon sets represent multiple near-optimal models that can arise from standard machine l…