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cs.LG 1

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2025 1

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CONDITIONAL 1

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Domain Generalization via Pareto Optimal Gradient Matching

cs.LG · 2025-07-16 · conditional · novelty 5.0

POGM combines pairwise gradient inner product maximization with a ball constraint around the ERM gradient, using a meta-learning update that avoids second-order derivatives and achieves competitive DomainBed accuracy.

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  • Domain Generalization via Pareto Optimal Gradient Matching cs.LG · 2025-07-16 · conditional · none · ref 3

    POGM combines pairwise gradient inner product maximization with a ball constraint around the ERM gradient, using a meta-learning update that avoids second-order derivatives and achieves competitive DomainBed accuracy.