A Farewell to the Bias-Variance Tradeoff? An Overview of the Theory of
Overparameterized Machine Learning

A Farewell to the Bias-Variance Tradeoff? An Overview of the Theory of Overparameterized Machine Learning

6 September 2021

Yehuda Dar

Vidya Muthukumar

Richard G. Baraniuk

Papers citing "A Farewell to the Bias-Variance Tradeoff? An Overview of the Theory of Overparameterized Machine Learning"

14 / 14 papers shown

Title
Redundancy Analysis and Mitigation for Machine Learning-Based Process Monitoring of Additive Manufacturing Jiarui Xie Y. Zhao 49 0 0 30 Apr 2025
Analysis of Overparameterization in Continual Learning under a Linear Model Daniel Goldfarb Paul Hand CLL 39 0 0 11 Feb 2025
Improved Diversity-Promoting Collaborative Metric Learning for Recommendation Shilong Bao Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 45 5 0 02 Sep 2024
Understanding Emergent Abilities of Language Models from the Loss Perspective Zhengxiao Du Aohan Zeng Yuxiao Dong Jie Tang UQCV LRM 62 46 0 23 Mar 2024
Benign Overfitting and Grokking in ReLU Networks for XOR Cluster Data Zhiwei Xu Yutong Wang Spencer Frei Gal Vardi Wei Hu MLT 28 23 0 04 Oct 2023
Precise Asymptotic Generalization for Multiclass Classification with Overparameterized Linear Models David X. Wu A. Sahai 26 2 0 23 Jun 2023
Implicit Regularization Leads to Benign Overfitting for Sparse Linear Regression Mo Zhou Rong Ge 27 2 0 01 Feb 2023
The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm Shilong Bao Qianqian Xu Zhiyong Yang Yuan He Xiaochun Cao Qingming Huang 30 8 0 30 Sep 2022
q-Learning in Continuous Time Yanwei Jia X. Zhou OffRL 43 67 0 02 Jul 2022
A Blessing of Dimensionality in Membership Inference through Regularization Jasper Tan Daniel LeJeune Blake Mason Hamid Javadi Richard G. Baraniuk 23 18 0 27 May 2022
Towards Size-Independent Generalization Bounds for Deep Operator Nets Pulkit Gopalani Sayar Karmakar Dibyakanti Kumar Anirbit Mukherjee AI4CE 24 5 0 23 May 2022
Information-Theoretic Bayes Risk Lower Bounds for Realizable Models M. Nokleby Ahmad Beirami 57 1 0 08 Nov 2021
Failures of model-dependent generalization bounds for least-norm interpolation Peter L. Bartlett Philip M. Long 78 29 0 16 Oct 2020
Double Trouble in Double Descent : Bias and Variance(s) in the Lazy Regime Stéphane dÁscoli Maria Refinetti Giulio Biroli Florent Krzakala 88 152 0 02 Mar 2020