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most citedAdvancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees

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math.OC2024

Projection-Free Variance Reduction Methods for Stochastic Constrained Multi-Level Compositional Optimization

Wei Jiang, Sifan Yang, Wenhao Yang +3

This paper investigates projection-free algorithms for stochastic constrained multi-level optimization. In this context, the objective function is a nested composition of several s…