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Preprint Oct 2026

Less Context, Better Geometry: Masked Geometric Encoder for Robust 3D Foundation Models

Recent progress in 3D foundation models has enabled rapid 3D reconstruction and camera calibration by leveraging learned 3D priors from vast amount of spatial data. However, the all-to-all global attention design leads to quadratic complexity and limits long-sequence inference; unconstrained cross-view interactions als...

Zhi-Min Shao, Xi-Jun Liu, Zhao-Liang Zhang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Linguistic Loopholes in LLM Unlearning: From a 174-Language Benchmark to Coverage-Aware Unlearning

Unlearning a fact in one language does not guarantee its removal in others as changing the query or even the requested answer language can reopen seemingly forgotten knowledge -- a cross-lingual loophole. The most straightforward solution to this challenge -- unlearning in all languages -- is neither scalable nor desir...

Tyler Skow, Shravan Chaudhari, Ramalingam Chellappa et al. · 0 citations

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