# A Modular Analysis of Adaptive (Non-)Convex Optimization: Optimism, Composite Objectives, and Variational Bounds.

> Research article (Spiral (Imperial College London), 2017) · cited 10× · AI/ML

**Wikidata**: [openalex:W2963179285](https://www.wikidata.org/wiki/openalex:W2963179285)  
**Source**: https://4ort.xyz/entity/a-modular-analysis-of-adaptive-non-convex-optimization-optimism-composite-objectives-and-variational-bounds
