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Author

Dali Chen

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Preprint Aug 2026

GEAR: Generative Expansion and Real Anchoring for Two-Stage Distillation of Tabular Foundation Models

Tabular foundation models (TFMs) achieve strong performance through in-context learning, but context-dependent inference imposes substantial latency and memory costs, hindering large-scale deployment. We propose GEAR (\emph{Generative Expansion and Real Anchoring}), a modular two-stage framework that distills TFMs into...

Qi Qin, Jia-Jie Zhu, Dali Chen et al. · 1 citation
Jul 2026

Pixel relationship-constrained weakly supervised semantic segmentation for remote sensing images: enhancing CAM integrity and pseudo-label quality

This work advances WSSS for remote sensing images by addressing key limitations of CAM-based pseudo-labels generation, offering a cost-effective alternative to fully supervised approaches and facilitating broader applications in geographic information science and earth observation.

Jiaming Fan, Dali Chen, Yang Liu et al. · 0 citations

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