{"total":25,"rows":[{"id":"2310.04415","title":"Why Do We Need Weight Decay in Modern Deep Learning?","created":"2023-10-06","cited_by_count":72,"area":null},{"id":"2305.17490","title":"The Implicit Regularization of Dynamical Stability in Stochastic Gradient Descent","created":"2023-05-27","cited_by_count":44,"area":null},{"id":"2303.02749","title":"Revisiting the Noise Model of Stochastic Gradient Descent","created":"2023-03-05","cited_by_count":36,"area":null},{"id":"2205.07069","title":"Homogenization of SGD in high-dimensions: Exact dynamics and generalization properties","created":"2022-05-14","cited_by_count":27,"area":null},{"id":"2202.04777","title":"Exact Solutions of a Deep Linear Network","created":"2022-02-10","cited_by_count":24,"area":null},{"id":"2410.10373","title":"Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late in Training","created":"2024-10-14","cited_by_count":24,"area":null},{"id":"2301.12309","title":"On the Lipschitz Constant of Deep Networks and Double Descent","created":"2023-01-28","cited_by_count":11,"area":null},{"id":"2310.00692","title":"A Theoretical Analysis of Noise Geometry in Stochastic Gradient Descent","created":"2023-10-01","cited_by_count":9,"area":null},{"id":"2505.24275","title":"GradPower: Powering Gradients for Faster Language Model Pre-Training","created":"2025-05-30","cited_by_count":8,"area":null},{"id":"2401.11600","title":"Understanding the Generalization Benefits of Late Learning Rate Decay","created":"2024-01-21","cited_by_count":6,"area":null},{"id":"2602.14208","title":"Fast Catch-Up, Late Switching: Optimal Batch Size Scheduling via Functional Scaling Laws","created":"2026-02-15","cited_by_count":6,"area":null},{"id":"2606.17120","title":"Noise-Driven Escape from Metastable Phases explains Grokking in Deep Neural Networks","created":"2026-06-15","cited_by_count":5,"area":null},{"id":"2402.01382","title":"Emergence of heavy tails in homogenized stochastic gradient descent","created":"2024-02-02","cited_by_count":4,"area":null},{"id":"2605.26895","title":"Negligible in Size, Significant in Effect: On Scale Vectors in Large Language Models","created":"2026-05-26","cited_by_count":4,"area":null},{"id":"2406.20006","title":"On the Trade-off between Flatness and Optimization in Distributed Learning","created":"2024-06-28","cited_by_count":3,"area":null},{"id":"2407.02322","title":"Stochastic Differential Equations models for Least-Squares Stochastic Gradient Descent","created":"2024-07-02","cited_by_count":3,"area":null},{"id":"2311.14120","title":"Weight fluctuations in (deep) linear neural networks and a derivation of the inverse-variance flatness relation","created":"2023-11-23","cited_by_count":1,"area":null},{"id":"2402.07626","title":"Stochastic Gradient Flow Dynamics of Test Risk and its Exact Solution for Weak Features","created":"2024-02-12","cited_by_count":1,"area":null},{"id":"2508.20488","title":"Adaptive Dual Uncertainty Optimization: Boosting Monocular 3D Object Detection under Test-Time Shifts","created":"2025-08-28","cited_by_count":1,"area":null},{"id":"2509.11337","title":"On the Escaping Efficiency of Distributed Adversarial Training Algorithms","created":"2025-09-14","cited_by_count":0,"area":null},{"id":"2604.13022","title":"Classical and Quantum Speedups for Non-Convex Optimization via Energy Conserving Descent","created":"2026-04-14","cited_by_count":0,"area":null},{"id":"2605.25612","title":"Towards the Connection between Activation Sparsity and Flat Minima","created":"2026-05-25","cited_by_count":0,"area":null},{"id":"2606.00293","title":"Accurate Large-sample Uncertainty Quantification using Stochastic Gradient Markov Chain Monte Carlo","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2606.25004","title":"Certification of Machine Learning Models via Directional Sharpness","created":"2026-06-23","cited_by_count":0,"area":null},{"id":"2608.06597","title":"Cascading Through the Hierarchy: Regularizer-Induced Feature Detection as Phase Transitions in Deep Linear Neural Networks","created":"2026-08-06","cited_by_count":0,"area":null}],"next_cursor":null}