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Qin-Zhe Hu

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#machine learning Preprint Oct 2026

Universal Test-Time Training

Recent Test-Time Training (TTT) architectures compress context into fast weights that are updated online and queried as memory. Existing TTT designs keep this memory private to each layer: it recurs only over time, and depth merely indexes L separate memories. We argue that memory ownership need not be tied to depth, a...

Ze-Fan Cai, Qin-Zhe Hu, Ziqiao Ma et al. · 1 citation