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cs.IR 1

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2024 1

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UNVERDICTED 1

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Performance-Driven QUBO for Recommender Systems on Quantum Annealers

cs.IR · 2024-10-20 · unverdicted · novelty 6.0

PDQUBO is a new performance-driven QUBO method for feature selection in recommender systems that incorporates counterfactual performance impacts of features and pairs, is model-agnostic, and outperforms prior quantum and some classical baselines on CTR tasks.

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  • Performance-Driven QUBO for Recommender Systems on Quantum Annealers cs.IR · 2024-10-20 · unverdicted · none · ref 13

    PDQUBO is a new performance-driven QUBO method for feature selection in recommender systems that incorporates counterfactual performance impacts of features and pairs, is model-agnostic, and outperforms prior quantum and some classical baselines on CTR tasks.