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Sunghyun Park

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#artificial intelligence Preprint Aug 2026

MoNe: Modular Neural Memory for Efficient Long Context Inference

MoNe is a lightweight modular neural memory that attaches to any frozen pretrained Transformer to enable long-context inference without retraining, achieving strong performance on needle-in-a-haystack and word extraction benchmarks from RULER, where ICL degrades sharply.

Won-Yong Cho, Kyubyung Chae, Tribhuvanesh Orekondy et al. · 0 citations