Liu Yang
2 indexed papers
Recent (6 mo)
2With code
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226
Top categories
Numerical Analysis×1ML×1Vision×1
Frequent co-authors
Research Timeline
2026
Spectral Audit of In-Context Operator Networks
The paper introduces a Jacobian-based spectral audit to evaluate neural operators, demonstrating that standard prediction error metrics fail to capture crucial local dynamical structures and operator fidelity.
LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models
The paper introduces LL-Bench, a comprehensive benchmark for evaluating large-scale generative models on low-level vision tasks, and proposes LL-Score, an MLLM-based evaluator that better aligns quality assessment with human preferences.
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Papers
math.NAcs.LGRecentJun 1, 2026
Spectral Audit of In-Context Operator Networks
The paper introduces a Jacobian-based spectral audit to evaluate neural operators, demonstrating that standard prediction error metrics fail to capture crucial local dynamical structures and operator…
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cs.CVRecentJun 1, 2026