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spurious local minima

9 papers

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Co-occurring keywords · papers mentioning both

gradient descent (3) non-convex optimization (3) spurious local minimum (2) matrix recovery (2) restricted isometry property (2) neural network optimization (2) landscape analysis (1) burer-monteiro approach (1) lor a (1) ntk regime (1)

Papers

On the Optimization Landscape of Low Rank Adaptation Methods for Large Language Models ICLR 2025 LoRA Training in the NTK Regime has No Spurious Local Minima ICML 2024 Factorization Approach for Low-complexity Matrix Completion Problems: Exponential Number of Spurious Solutions and Failure of Gradient Methods AISTATS 2022 Exact Guarantees on the Absence of Spurious Local Minima for Non-negative Rank-1 Robust Principal Component Analysis JMLR 2020 Piecewise linear activations substantially shape the loss surfaces of neural networks ICLR 2020 Sharp Restricted Isometry Bounds for the Inexistence of Spurious Local Minima in Nonconvex Matrix Recovery JMLR 2019 Gradient Descent Learns One-hidden-layer CNN: Don’t be Afraid of Spurious Local Minima ICML 2018 How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery? NeurIPS 2018 Spurious Local Minima are Common in Two-Layer ReLU Neural Networks ICML 2018