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Mert Pilanci
Mert Pilanci
13
papers
128
total citations
papers (13)
Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models
ICML 2024
arXiv
35
citations
Matrix Compression via Randomized Low Rank and Low Precision Factorization
NEURIPS 2023
arXiv
35
citations
Effective Dimension Adaptive Sketching Methods for Faster Regularized Least-Squares Optimization
NEURIPS 2020
arXiv
24
citations
Path Regularization: A Convexity and Sparsity Inducing Regularization for Parallel ReLU Networks
NEURIPS 2023
arXiv
18
citations
Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time
ICML 2024
arXiv
7
citations
Scaling Convex Neural Networks with Burer-Monteiro Factorization
ICLR 2024
4
citations
Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing
ICLR 2025
arXiv
2
citations
Geometric Algebra Planes: Convex Implicit Neural Volumes
ICML 2025
arXiv
2
citations
Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes
ICML 2025
arXiv
1
citations
Newton-LESS: Sparsification without Trade-offs for the Sketched Newton Update
NEURIPS 2021
0
citations
Fixing the NTK: From Neural Network Linearizations to Exact Convex Programs
NEURIPS 2023
arXiv
0
citations
Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform
NEURIPS 2020
0
citations
Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization
NEURIPS 2020
0
citations