Lennon J. Shikhman

Scientific Machine Learning · Applied Mathematics

Citing papers

Semigroup Consistency as a Diagnostic for Learned Physics Simulators

7 papers cite this work.

  1. A Diagnostic Software Suite for Auditing Learned PDE Simulators

    Lennon J. Shikhman

    arXiv · 2026

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  2. Can Predicted Dynamics Exist in the Physical World?

    Barak Or

    arXiv · 2026

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  3. Does Text Steer Neural PDE Surrogates? A Controlled Diagnostic with OperatorCLIP

    Aadi Dash · Lennon J. Shikhman · Michael Galarnyk

    NeurIPS 2026 Workshop on Representations for the Physical Sciences · 2026

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  4. Forecasting Without Full Identification: Reliability and Computational Cost in Clot-Growth Simulation

    Lennon J. Shikhman · Lily DiPaulo · Ying Qian · He Li

    arXiv · 2026

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  5. Physics is the Best Teacher: Consistency Learning for Time-Invariant Operators of Chaotic Dynamics

    Lufang Chiang · Jiachen Yao · Thomas Y. L. Lin · Anima Anandkumar

    NeurIPS 2026 Workshop on AI for Stochastic Dynamics · 2026

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  6. Structure-preserving fidelity diagnostics for partial differential equations

    Kyriakos Flouris

    arXiv · 2026

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  7. Temporal Resolution Limits for Score-Based Diffusion Models

    Riya Danait

    NeurIPS 2026 Workshop on AI for Stochastic Dynamics · 2026

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