# DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning

> Research article (Proceedings of the AAAI Conference on Artificial Intelligence, 2024) · cited 27× · AI/ML

**Wikidata**: [openalex:W4393160296](https://www.wikidata.org/wiki/openalex:W4393160296)  
**Source**: https://4ort.xyz/entity/ds-al-a-dual-stream-analytic-learning-for-exemplar-free-class-incremental-learning