Fields- Fourth Symposium on Machine Learning and Dynamical Systems

  1. Title:
    Anamnesic Neural Differential Equations with Orthogonal Polynomial Projections

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  2. Title:
    Ergodic Basis Pursuit induces robust sparse network reconstruction

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  3. Title:
    Continuum Attention for Neural Operators

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  4. Title:
    Gated Recurrent Neural Networks with Weighted Time-Delay Feedback

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  5. Title:
    Discovering dynamics and parameters of nonlinear systems from partial observations

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  6. Title:
    Dynamical systems in deep generative modelling

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  7. Title:
    Phase Transition Theory fo the Score Degradation of Machine Learning Models

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  8. Title:
    A dynamical systems perspective on measure transport and generative modeling

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  9. Title:
    Non-Euclidean Generative Modeling

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  10. Title:
    Avoidance of traps for nonconvex stochastic optimization and equilibrium learning in games

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  11. Title:
    Non-smooth dynamics and machine learning

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  12. Title:
    Exploring Cancer Progression: From Static Imaging Data to System Dynamics

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  13. Title:
    Detecting non-trivial cycles of point clouds and time series data on manifolds

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  14. Title:
    Differentiable Programming for Data-driven Modeling, Optimization, and Control

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  15. Title:
    Learning Coarse-Grained Dynamics on Graph

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  16. Title:
    Learning and Dynamical Systems: Perspectives from Optimization, Control, and Robotics

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  17. Title:
    Provable Posterior Sampling with Score-Based Diffusion through Tilted Transport

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  18. Title:
    Learning Port Hamiltonian structures using PINNs type architecture

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  19. Title:
    Operator Learning Without the Adjoint

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  20. Title:
    Should we Derive or Let the Data Drive? Symbiotizing Data-driven Learning and Knowledge-based Reasoning for Principled Symbolic Discovery

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