Combinatorial optimization provides global guarantees, certificates, and explicit trade-offs for trustworthy ML tasks spanning training, explanation, fairness, robustness, compression, and privacy.
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Trustworthy Machine Learning through the Lens of Combinatorial Optimization: Survey and Research Perspectives
Combinatorial optimization provides global guarantees, certificates, and explicit trade-offs for trustworthy ML tasks spanning training, explanation, fairness, robustness, compression, and privacy.