Mert Pilanci

Mert Pilanci

Stanford University

H-index: 22

North America-United States

About Mert Pilanci

Mert Pilanci, With an exceptional h-index of 22 and a recent h-index of 21 (since 2020), a distinguished researcher at Stanford University, specializes in the field of Machine Learning, Optimization, Neural Networks, Signal Processing, Information Theory.

His recent articles reflect a diverse array of research interests and contributions to the field:

Bottom Up vs Top Down: What Does Firm 10-K Tell Us?

Iterative Sketching for Secure Coded Regression

Faster Convergence of Stochastic Accelerated Gradient Descent under Interpolation

A Library of Mirrors: Deep Neural Nets in Low Dimensions are Convex Lasso Models with Reflection Features

Fixing the NTK: From Neural Network Linearizations to Exact Convex Programs

Path regularization: A convexity and sparsity inducing regularization for parallel relu networks

Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time

Adaptive Inference: Theoretical Limits and Unexplored Opportunities

Mert Pilanci Information

University

Position

___

Citations(all)

2179

Citations(since 2020)

1799

Cited By

931

hIndex(all)

22

hIndex(since 2020)

21

i10Index(all)

47

i10Index(since 2020)

45

Email

University Profile Page

Google Scholar

Mert Pilanci Skills & Research Interests

Machine Learning

Optimization

Neural Networks

Signal Processing

Information Theory

Top articles of Mert Pilanci

Bottom Up vs Top Down: What Does Firm 10-K Tell Us?

Available at SSRN 4747519

2024

Mert Pilanci
Mert Pilanci

H-Index: 10

Guofu Zhou
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
Tolga Ergen

H-Index: 5

Mert Pilanci
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
Tolga Ergen

H-Index: 5

Mert Pilanci
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
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
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
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

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
Tolga Ergen

H-Index: 5

Mert Pilanci
Mert Pilanci

H-Index: 10

Matrix compression via randomized low rank and low precision factorization

2023/12

Varun Srivastava
Varun Srivastava

H-Index: 2

Mert Pilanci
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
Yifei Wang

H-Index: 0

Mert Pilanci
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
Yifei Wang

H-Index: 0

Mert Pilanci
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
Mert Pilanci

H-Index: 10

See List of Professors in Mert Pilanci University(Stanford University)

Co-Authors

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