Abstract: Highlights•This paper proposes the first gradient-based multi-objective bi-level optimization algorithm.•The convergence properties of the proposed algorithm are provided.•The proposed algorithm is applied to multiple learning problems.•Extensive empirical studies demonstrate the effectiveness of the proposed algorithm.
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