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Bo Han

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#machine learning Preprint Oct 2026

Encoding Context into LLM Weights: What Makes It Context?

Longer contexts allow large language models (LLMs) to condition their predictions on more information, but inference costs grow prohibitively with context length. An emerging alternative uses test-time updates to encode context as temporary changes to model weights. However, encoding this information into weights that...

Yue Wang, Qi-Zhou Wang, Feng Liu et al. · 0 citations
Jul 2026

Early Stopping Without Validation Data in Weakly Supervised Learning.

Label Wave is proposed, which does not require validation data for selecting the desired model across various weakly supervised learning paradigms, including learning with noisy labels (LNL), positive-unlabeled learning, and unlabeled-unlabeled learning.

Suqin Yuan, Muyang Li, Lei Feng et al. · 0 citations

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