Author

Octavia I. Camps

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Preprint Aug 2026

Dynamic Hub-and-Spoke Memory for Streaming Video Understanding

Dynamic Hub-and-Spoke Memory is proposed, a training-free framework that represents distant history as structured textual memory while preserving the recent frames as visual tokens for fine-grained perception in streaming video understanding.

Xin-Ru Jiang, Lin Zhao, Xi Xiao et al. · 4 citations

#artificial intelligence Preprint Aug 2026

Mechanistic Interpretability of Structure-Aware Numerical Reasoning in LLaMA 3.1 8B

Recent work has shown that large language models (LLMs) exhibit strong numerical sequence modeling capabilities and show promise in time-series prediction. While LLMs display in-context learning capabilities, the mechanisms with which they accomplish time-series prediction remain unclear. Specifically, whether they tru...

Rahul Chowdhury, Timothy Rupprecht, Senhao Cao et al. · 0 citations