Author

Harry Yang

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#artificial intelligence Preprint Sep 2026

SolveEdit: Benchmarking Visual Problem Solving in Generative Models

Machine intelligence is often evaluated through abstract reasoning problems, yet many real-world problems are visual, such as arranging objects, repairing layouts, or tracing routes. Solving these problems requires understanding a scene, inferring what must change to achieve a goal, and realizing that change without di...

Wenjie Shu, Ye-Xin Liu, Harold Haodong Chen et al. · 0 citations

Jul 2026

Distributional Matching for Vector Quantization: A Unified Theoretical and Empirical Framework

This work introduces principled criteria for desirable VQ behavior and demonstrates that aligning feature and code vector distributions provides a unifying mechanism for mitigating training instability and codebook collapse, and instantiate this framework using a Wasserstein-based objective with an efficient closed-for...

Xia Fang, Litao Guo, Hengchao Chen et al. · arXiv.org · 1 citation