Mert Pilanci
Stanford University
H-index: 22
North America-United States
Top articles of Mert Pilanci
Bottom Up vs Top Down: What Does Firm 10-K Tell Us?
Available at SSRN 4747519
2024
Mert Pilanci
H-Index: 10
Guofu Zhou
H-Index: 32
Iterative Sketching for Secure Coded Regression
IEEE Journal on Selected Areas in Information Theory
2024/4/4
Faster Convergence of Stochastic Accelerated Gradient Descent under Interpolation
arXiv preprint arXiv:2404.02378
2024/4/3
A Library of Mirrors: Deep Neural Nets in Low Dimensions are Convex Lasso Models with Reflection Features
arXiv preprint arXiv:2403.01046
2024/3/2
Fixing the NTK: From Neural Network Linearizations to Exact Convex Programs
Advances in Neural Information Processing Systems
2024/2/13
Tolga Ergen
H-Index: 5
Mert Pilanci
H-Index: 10
Path regularization: A convexity and sparsity inducing regularization for parallel relu networks
Advances in Neural Information Processing Systems
2024/2/13
Tolga Ergen
H-Index: 5
Mert Pilanci
H-Index: 10
Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time
arXiv preprint arXiv:2402.03625
2024/2/6
Mert Pilanci
H-Index: 10
Adaptive Inference: Theoretical Limits and Unexplored Opportunities
arXiv preprint arXiv:2402.04359
2024/2/6
Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models
arXiv preprint arXiv:2402.02347
2024/2/4
Mert Pilanci
H-Index: 10
Analyzing Neural Network-Based Generative Diffusion Models through Convex Optimization
arXiv preprint arXiv:2402.01965
2024/2/3
Mert Pilanci
H-Index: 10
Coil sketching for computationally efficient MR iterative reconstruction
Magnetic resonance in medicine
2024/2
Distributed Markov Chain Monte Carlo Sampling based on the Alternating Direction Method of Multipliers
arXiv preprint arXiv:2401.15838
2024/1/29
Pretraining and the Lasso
2024/1/23
The Convex Landscape of Neural Networks: Characterizing Global Optima and Stationary Points via Lasso Models
arXiv preprint arXiv:2312.12657
2023/12/19
Tolga Ergen
H-Index: 5
Mert Pilanci
H-Index: 10
Matrix compression via randomized low rank and low precision factorization
2023/12
Varun Srivastava
H-Index: 2
Mert Pilanci
H-Index: 10
Volumetric Reconstruction Resolves Off-Resonance Artifacts in Static and Dynamic PROPELLER MRI
arXiv preprint arXiv:2311.13177
2023/11/22
Polynomial-Time Solutions for ReLU Network Training: A Complexity Classification via Max-Cut and Zonotopes
arXiv preprint arXiv:2311.10972
2023/11/18
Yifei Wang
H-Index: 0
Mert Pilanci
H-Index: 10
Sketching the Krylov subspace: faster computation of the entire ridge regularization path
The Journal of Supercomputing
2023/11
Yifei Wang
H-Index: 0
Mert Pilanci
H-Index: 10
Scaling Convex Neural Networks with Burer-Monteiro Factorization
2023/10/13
From Complexity to Clarity: Analytical Expressions of Deep Neural Network Weights via Clifford's Geometric Algebra and Convexity
arXiv preprint arXiv:2309.16512
2023/9/28
Mert Pilanci
H-Index: 10