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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jia-Chen Gu

UCLA

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Preprint Oct 2026

STRIDE: Evaluating Spatiotemporal Reasoning in Driving Edge Cases

In autonomous driving, perceiving surrounding objects is not enough: failing to understand how they move and interact over time can lead to dangerous decisions. Evaluating vision-language models (VLMs) therefore requires testing whether they connect past spatial observations to future consequences. Yet existing benchma...

Lie-Qi Liu, Rui Gao, Jia-Chen Gu et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Geometric Calibration of Supervised Fine-Tuning

Recent studies investigate the weight geometry through its spectral structure, which characterizes how the weights transform different input directions. Within this view, supervised fine-tuning (SFT) is shown to induce dense updates that perturb the spectral geometry of pre-SFT weights along their principal directions,...

Jian-Zhu Bao, Jia-Chen Gu, Qing-Yuan Liu et al. · 0 citations
Aug 2026

Towards principled knowledge editing methods for large language model reasoning

It is argued that effective knowledge editing must account for the intricate nature of knowledge representation, and three promising research directions are proposed that respect the complexity of knowledge representation in a real-world setting.

Ningyu Zhang, Yunzhi Yao, Jiaxin Qin et al. · 0 citations

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