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topological complexity

2 papers

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Co-occurring keywords · papers mentioning both

discrete-time dynamics (1) fractal dimension (1) stochastic method (1) topological regularization (1) classification boundary (1) neural network (1) discrete-time optimization (1) generalization bound (1) persistent homology (1) neural network optimization (1)

Papers

Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms NeurIPS 2024 A Topological Regularizer for Classifiers via Persistent Homology AISTATS 2019