Mert Pilanci
14
Papers
9
Total Citations
Papers (14)
Scaling Convex Neural Networks with Burer-Monteiro Factorization
ICLR 2024
4
citations
Geometric Algebra Planes: Convex Implicit Neural Volumes
ICML 2025
2
citations
Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing
ICLR 2025
2
citations
Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes
ICML 2025
1
citations
Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time
ICML 2024
0
citations
Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models
ICML 2024
0
citations
Fixing the NTK: From Neural Network Linearizations to Exact Convex Programs
NeurIPS 2023
0
citations
Matrix Compression via Randomized Low Rank and Low Precision Factorization
NeurIPS 2023
0
citations
Path Regularization: A Convexity and Sparsity Inducing Regularization for Parallel ReLU Networks
NeurIPS 2023
0
citations
High-Dimensional Optimization in Adaptive Random Subspaces
NeurIPS 2019
0
citations
Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization
NeurIPS 2020
0
citations
Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform
NeurIPS 2020
0
citations
Effective Dimension Adaptive Sketching Methods for Faster Regularized Least-Squares Optimization
NeurIPS 2020
0
citations
Newton-LESS: Sparsification without Trade-offs for the Sketched Newton Update
NeurIPS 2021
0
citations