Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability

27 September 2022

Papers citing "Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability"

41 / 41 papers shown

Title
Enhancing Sample Utilization in Noise-Robust Deep Metric Learning With Subgroup-Based Positive-Pair Selection Zhipeng Yu Qianqian Xu Yangbangyan Jiang Yingfei Sun Qingming Huang NoLa 107 0 0 19 Jan 2025
Rethinking Collaborative Metric Learning: Toward an Efficient Alternative without Negative Sampling Shilong Bao Qianqian Xu Zhiyong Yang Xiaochun Cao Qingming Huang 37 14 0 23 Jun 2022
Algorithmic Foundations of Empirical X-risk Minimization Tianbao Yang 64 5 0 01 Jun 2022
Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications Bokun Wang Tianbao Yang 88 32 0 24 Feb 2022
Learning with Multiclass AUC: Theory and Algorithms Zhiyong Yang Qianqian Xu Shilong Bao Xiaochun Cao Qingming Huang 154 71 0 28 Jul 2021
Momentum Accelerates the Convergence of Stochastic AUPRC Maximization Guanghui Wang Minghao Yang Lijun Zhang Tianbao Yang 62 22 0 02 Jul 2021
Stability and Generalization of Stochastic Gradient Methods for Minimax Problems Yunwen Lei Zhenhuan Yang Tianbao Yang Yiming Ying 52 47 0 08 May 2021
Stochastic Optimization of Areas Under Precision-Recall Curves with Provable Convergence Qi Qi Youzhi Luo Zhao Xu Shuiwang Ji Tianbao Yang 35 63 0 18 Apr 2021
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough Zhu Li Weiqing Min Jiajun Song Yaohui Zhu Liping Kang Xiaoming Wei Xiaolin K. Wei Shuqiang Jiang 119 10 0 09 Feb 2021
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection Kemal Oksuz Baris Can Cam Emre Akbas Sinan Kalkan 57 42 0 28 Sep 2020
AP-Loss for Accurate One-Stage Object Detection Kean Chen Weiyao Lin Jianguo Li John See Ji Wang Junni Zou ObjD 63 66 0 17 Aug 2020
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval A. Brown Weidi Xie Vicky Kalogeiton Andrew Zisserman 72 163 0 23 Jul 2020
Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent Yunwen Lei Yiming Ying MLT 65 127 0 15 Jun 2020
Loss landscapes and optimization in over-parameterized non-linear systems and neural networks Chaoyue Liu Libin Zhu M. Belkin ODL 60 262 0 29 Feb 2020
Optimizing Black-box Metrics with Adaptive Surrogates Qijia Jiang Olaoluwa Adigun Harikrishna Narasimhan M. M. Fard Maya R. Gupta 32 17 0 20 Feb 2020
Cross-Batch Memory for Embedding Learning Xun Wang H. Zhang Weilin Huang Matthew R. Scott 100 247 0 14 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 361 42,299 0 03 Dec 2019
Improving Collaborative Metric Learning with Efficient Negative Sampling Viet-Anh Tran Romain Hennequin Jimena Royo-Letelier Manuel Moussallam 39 25 0 24 Sep 2019
Learning with Average Precision: Training Image Retrieval with a Listwise Loss Jérôme Revaud Jon Almazán Rafael Sampaio de Rezende César Roberto de Souza VLM 60 373 0 18 Jun 2019
Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning Xun Wang Xintong Han Weilin Huang Dengke Dong Matthew R. Scott 67 746 0 14 Apr 2019
Towards Accurate One-Stage Object Detection with AP-Loss Kean Chen Jianguo Li Weiyao Lin John See Ji Wang Ling-yu Duan Zhibo Chen Changwei He Junni Zou ObjD 57 112 0 12 Apr 2019
Hypothesis Set Stability and Generalization Dylan J. Foster Spencer Greenberg Satyen Kale Haipeng Luo M. Mohri Karthik Sridharan 41 35 0 09 Apr 2019
SoDeep: a Sorting Deep net to learn ranking loss surrogates Martin Engilberge Louis Chevallier P. Pérez Matthieu Cord 26 65 0 08 Apr 2019
On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning Jian Li Xuanyuan Luo Mingda Qiao 51 88 0 02 Feb 2019
Uniform Convergence of Gradients for Non-Convex Learning and Optimization Dylan J. Foster Ayush Sekhari Karthik Sridharan 65 68 0 25 Oct 2018
Stability and Convergence Trade-off of Iterative Optimization Algorithms Yuansi Chen Chi Jin Bin Yu 50 93 0 04 Apr 2018
Stability and Generalization of Learning Algorithms that Converge to Global Optima Zachary B. Charles Dimitris Papailiopoulos MLT 40 162 0 23 Oct 2017
Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints Wenlong Mou Liwei Wang Xiyu Zhai Kai Zheng MLT 52 157 0 19 Jul 2017
On Sampling Strategies for Neural Network-based Collaborative Filtering Ting-Li Chen Yizhou Sun Yue Shi Liangjie Hong 40 224 0 23 Jun 2017
Hashing as Tie-Aware Learning to Rank Kun He Fatih Çakir Sarah Adel Bargal Stan Sclaroff FedML 38 84 0 23 May 2017
Learning Deep Embeddings with Histogram Loss E. Ustinova Victor Lempitsky 101 351 0 02 Nov 2016
Linear Convergence of Gradient and Proximal-Gradient Methods Under the Polyak-Łojasiewicz Condition Hamed Karimi J. Nutini Mark Schmidt 248 1,216 0 16 Aug 2016
End-to-end training of object class detectors for mean average precision Paul Henderson V. Ferrari ObjD 65 265 0 12 Jul 2016
Efficient Optimization for Rank-based Loss Functions Pritish Mohapatra Michal Rolínek C. V. Jawahar V. Kolmogorov M. P. Kumar 51 8 0 27 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.9K 193,426 0 10 Dec 2015
Deep Metric Learning via Lifted Structured Feature Embedding Hyun Oh Song Yu Xiang Stefanie Jegelka Silvio Savarese FedML SSL DML 89 1,641 0 19 Nov 2015
Training Deep Neural Networks via Direct Loss Minimization Yang Song Alex Schwing R. Zemel R. Urtasun 63 101 0 19 Nov 2015
Train faster, generalize better: Stability of stochastic gradient descent Moritz Hardt Benjamin Recht Y. Singer 111 1,238 0 03 Sep 2015
Deep metric learning using Triplet network Elad Hoffer Nir Ailon SSL DML 172 1,993 0 20 Dec 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.4K 39,472 0 01 Sep 2014
On the Consistency of AUC Pairwise Optimization Wei Gao Zhi Zhou 105 124 0 03 Aug 2012