Author

Gengyu Zhan

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Jul 2026

CALMRec: Causally Aligned Language Memory for Long-Horizon Recommendation

This work proposes the method, a model-agnostic framework for long-horizon recommendation, which uses a frozen multimodal language model to convert item content and feedback into evidence-grounded semantic atoms, then maintains separate short-term, long-term, and exposure memories.

Gengyu Zhan · arXiv.org · 0 citations