Birs- 22w5094: New Interactions Between Statistics and Optimization

  1. Title:
    Two implicit bias proof techniques

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  2. Title:
    The role of stochasticity in learning algorithms

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  3. Title:
    Social Dynamics of Machine Learning for Decision Making

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  4. Title:
    A convolution property and proof using polynomial representation

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    Early Stopping, Regularization, Interpolation and Uniform Convergence

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  6. Title:
    Statistical Complexity of Mirror Descent

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  7. Title:
    How can kernels help us understand deep architectures?

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  8. Title:
    Kernels in high-dimension: implicit regularization, benign overfitting and multiple descent

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  9. Title:
    Average-case analysis in optimization

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