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language models 1long-term memory 1parameter efficiency 1retrieval 1scaling 1

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20242026
most citedMLP Memory: A Retriever-Pretrained Memory for Large Language Models

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cs.DC2026

RelayGR: Scaling Long-Sequence Generative Recommendation via Cross-Stage Relay-Race Inference

Jiarui Wang, Huichao Chai, Yuanhang Zhang +38

Real-time recommender systems execute multi-stage cascades (retrieval, pre-processing, fine-grained ranking) under strict tail-latency SLOs, leaving only tens of milliseconds for r…