# From Instance to Metric Calibration: A Unified Framework for Open-World Few-Shot Learning

> Research article (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023) · cited 33× · AI/ML

**Wikidata**: [openalex:W4319878528](https://www.wikidata.org/wiki/openalex:W4319878528)  
**Source**: https://4ort.xyz/entity/from-instance-to-metric-calibration-a-unified-framework-for-open-world-few-shot-learning