"optimization algorithms" Papers

14 papers found

ADAM Optimization with Adaptive Batch Selection

Gyu Yeol Kim, Min-hwan Oh

ICLR 2025arXiv:2512.06795
2
citations

Balancing Gradient and Hessian Queries in Non-Convex Optimization

Deeksha Adil, Brian Bullins, Aaron Sidford et al.

NEURIPS 2025arXiv:2510.20786
1
citations

Data-Driven Performance Guarantees for Classical and Learned Optimizers

Rajiv Sambharya, Bartolomeo Stellato

NEURIPS 2025arXiv:2404.13831
10
citations

Deconstructing What Makes a Good Optimizer for Autoregressive Language Models

Rosie Zhao, Depen Morwani, David Brandfonbrener et al.

ICLR 2025
37
citations

Descent with Misaligned Gradients and Applications to Hidden Convexity

Aditya Bhaskara, Ashok Cutkosky, Ravi Kumar et al.

ICLR 2025

From Promise to Practice: Realizing High-performance Decentralized Training

Zesen Wang, Jiaojiao Zhang, Xuyang Wu et al.

ICLR 2025arXiv:2410.11998
3
citations

Hamiltonian Descent Algorithms for Optimization: Accelerated Rates via Randomized Integration Time

Qiang Fu, Andre Wibisono

NEURIPS 2025spotlightarXiv:2505.12553
2
citations

How Memory in Optimization Algorithms Implicitly Modifies the Loss

Matias Cattaneo, Boris Shigida

NEURIPS 2025arXiv:2502.02132
2
citations

Some Optimizers are More Equal: Understanding the Role of Optimizers in Group Fairness

Mojtaba Kolahdouzi, Hatice Gunes, Ali Etemad

NEURIPS 2025spotlightarXiv:2504.14882

A Universal Class of Sharpness-Aware Minimization Algorithms

Behrooz Tahmasebi, Ashkan Soleymani, Dara Bahri et al.

ICML 2024arXiv:2406.03682
12
citations

DP-AdamBC: Your DP-Adam Is Actually DP-SGD (Unless You Apply Bias Correction)

Qiaoyue Tang, Frederick Shpilevskiy, Mathias Lécuyer

AAAI 2024paperarXiv:2312.14334
30
citations

How to Escape Sharp Minima with Random Perturbations

Kwangjun Ahn, Ali Jadbabaie, Suvrit Sra

ICML 2024arXiv:2305.15659
14
citations

On the Implicit Bias of Adam

Matias Cattaneo, Jason Klusowski, Boris Shigida

ICML 2024arXiv:2309.00079
24
citations

Studying K-FAC Heuristics by Viewing Adam through a Second-Order Lens

Ross Clarke, Jose Miguel Hernandez-Lobato

ICML 2024arXiv:2310.14963
2
citations