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Toward Better Generalization Bounds with Locally Elastic Stability

27 October 2020

Zhun Deng

Hangfeng He

Weijie J. Su

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Papers citing "Toward Better Generalization Bounds with Locally Elastic Stability"

31 / 31 papers shown

Title
Stability-based Generalization Analysis of Randomized Coordinate Descent for Pairwise Learning Liang Wu Ruixi Hu Yunwen Lei 77 0 0 03 Mar 2025
Stability and Generalization of Quantum Neural Networks Jiaqi Yang Wei Xie Xiaohua Xu 93 1 0 22 Jan 2025
Stability and Sharper Risk Bounds with Convergence Rate $O(1/n^2)$ Bowei Zhu Shaojie Li Yong Liu 43 0 0 13 Oct 2024
Position: Understanding LLMs Requires More Than Statistical Generalization Patrik Reizinger Szilvia Ujváry Anna Mészáros A. Kerekes Wieland Brendel Ferenc Huszár 136 16 0 03 May 2024
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models Josip Jukić Jan Snajder 85 0 0 31 Mar 2024
Convex SGD: Generalization Without Early Stopping Julien Hendrickx A. Olshevsky MLT LRM 65 1 0 08 Jan 2024
Class-wise Generalization Error: an Information-Theoretic Analysis Firas Laakom Yuheng Bu Moncef Gabbouj 76 1 0 05 Jan 2024
Stability and Generalization for Minibatch SGD and Local SGD Yunwen Lei Tao Sun Mingrui Liu 93 4 0 02 Oct 2023
How Does Information Bottleneck Help Deep Learning? Kenji Kawaguchi Zhun Deng Xu Ji Jiaoyang Huang 93 62 0 30 May 2023
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural Networks Yuzhen Mao Zhun Deng Huaxiu Yao Ting Ye Kenji Kawaguchi James Zou 82 21 0 08 Apr 2023
Stability-based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning Jiahuan Wang Jun Chen Hao Chen Bin Gu Weifu Li Xinwei Tang MLT 63 2 0 20 Feb 2023
On the Stability and Generalization of Triplet Learning Jun Chen Hao Chen Xue Jiang Bin Gu Weifu Li Tieliang Gong Feng Zheng 54 4 0 20 Feb 2023
Resampling Sensitivity of High-Dimensional PCA Haoyu Wang 56 0 0 30 Dec 2022
Reinforcement Learning with Stepwise Fairness Constraints Zhun Deng He Sun Zhiwei Steven Wu Linjun Zhang David C. Parkes FaML OffRL 83 11 0 08 Nov 2022
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks Yunwen Lei Rong Jin Yiming Ying MLT 100 19 0 19 Sep 2022
Robustness Implies Generalization via Data-Dependent Generalization Bounds Kenji Kawaguchi Zhun Deng K. Luh Jiaoyang Huang OOD 113 23 0 27 Jun 2022
Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems Yunwen Lei 46 19 0 14 Jun 2022
Stability and Generalization of Differentially Private Minimax Problems Yilin Kang Yong Liu Jian Li Weiping Wang 134 3 0 11 Apr 2022
On the Generalization Mystery in Deep Learning S. Chatterjee Piotr Zielinski OOD 77 35 0 18 Mar 2022
Black-Box Generalization: Stability of Zeroth-Order Learning Konstantinos E. Nikolakakis Farzin Haddadpour Dionysios S. Kalogerias Amin Karbasi MLT 75 2 0 14 Feb 2022
Black-box tests for algorithmic stability Byol Kim Rina Foygel Barber AAML 59 15 0 30 Nov 2021
Dynamics of Local Elasticity During Training of Neural Nets Soham Dan Anirbit Mukherjee Avirup Das Phanideep Gampa 52 0 0 01 Nov 2021
Imitating Deep Learning Dynamics via Locally Elastic Stochastic Differential Equations Jiayao Zhang Hua Wang Weijie J. Su 96 8 0 11 Oct 2021
An Unconstrained Layer-Peeled Perspective on Neural Collapse Wenlong Ji Yiping Lu Yiliang Zhang Zhun Deng Weijie J. Su 209 87 0 06 Oct 2021
Improved Learning Rates for Stochastic Optimization: Two Theoretical Viewpoints Shaojie Li Yong Liu 105 13 0 19 Jul 2021
Disparity Between Batches as a Signal for Early Stopping Mahsa Forouzesh Patrick Thiran 96 8 0 14 Jul 2021
Practical Assessment of Generalization Performance Robustness for Deep Networks via Contrastive Examples Xuanyu Wu Xuhong Li Haoyi Xiong Xiao Zhang Siyu Huang Dejing Dou 30 1 0 20 Jun 2021
Stability and Generalization of Stochastic Gradient Methods for Minimax Problems Yunwen Lei Zhenhuan Yang Tianbao Yang Yiming Ying 80 48 0 08 May 2021
Towards Sharper Utility Bounds for Differentially Private Pairwise Learning Yilin Kang Yong Liu Jian Li Weiping Wang FedML 62 2 0 07 May 2021
Characterization of Excess Risk for Locally Strongly Convex Population Risk Mingyang Yi Ruoyu Wang Zhi-Ming Ma 44 2 0 04 Dec 2020
What Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation Vitaly Feldman Chiyuan Zhang TDI 248 472 0 09 Aug 2020