Learning from Label Proportions by Learning with Label Noise

Learning from Label Proportions by Learning with Label Noise

4 March 2022

Clayton Scott

Papers citing "Learning from Label Proportions by Learning with Label Noise"

19 / 19 papers shown

Title
Nearly Optimal Sample Complexity for Learning with Label Proportions R. Busa-Fekete Travis Dick Claudio Gentile Haim Kaplan Tomer Koren Uri Stemmer 48 0 0 08 May 2025
Weak to Strong Learning from Aggregate Labels Yukti Makhija Rishi Saket 25 0 0 09 Nov 2024
Label Noise: Ignorance Is Bliss Yilun Zhu Jianxin Zhang Aditya Gangrade Clayton Scott NoLa 34 2 0 31 Oct 2024
A Practical Theory of Generalization in Selectivity Learning Peizhi Wu Haoshu Xu Ryan Marcus Z. Ives OODD 46 0 0 11 Sep 2024
Theoretical Proportion Label Perturbation for Learning from Label Proportions in Large Bags Shunsuke Kubo Shinnosuke Matsuo D. Suehiro Kazuhiro Terada Hiroaki Ito Akihiko Yoshizawa Ryoma Bise 24 0 0 26 Aug 2024
Class-aware and Augmentation-free Contrastive Learning from Label Proportion Jialiang Wang Ning Zhang Shimin Di Ruidong Wang Lei Chen 21 0 0 13 Aug 2024
Optimistic Rates for Learning from Label Proportions Gene Li Lin Chen Adel Javanmard Vahab Mirrokni 35 2 0 01 Jun 2024
In-Context Example Ordering Guided by Label Distributions Zhichao Xu Daniel Cohen Bei Wang Vivek Srikumar 36 7 0 18 Feb 2024
PriorBoost: An Adaptive Algorithm for Learning from Aggregate Responses Adel Javanmard Matthew Fahrbach Vahab Mirrokni 18 3 0 07 Feb 2024
A General Framework for Learning from Weak Supervision Hao Chen Jindong Wang Lei Feng Xiang Li Yidong Wang Xing Xie Masashi Sugiyama Rita Singh Bhiksha Raj 26 2 0 02 Feb 2024
LLP-Bench: A Large Scale Tabular Benchmark for Learning from Label Proportions Anand Brahmbhatt Mohith Pokala Rishi Saket A. Raghuveer 17 3 0 16 Oct 2023
Label Differential Privacy via Aggregation Anand Brahmbhatt Rishi Saket Shreyas Havaldar Anshul Nasery A. Raghuveer 45 0 0 16 Oct 2023
Learning from Label Proportions: Bootstrapping Supervised Learners via Belief Propagation Shreyas Havaldar Navodita Sharma Shubhi Sareen Karthikeyan Shanmugam A. Raghuveer 46 2 0 12 Oct 2023
Evaluating AI systems under uncertain ground truth: a case study in dermatology David Stutz A. Cemgil Abhijit Guha Roy Tatiana Matejovicova Melih Barsbey ... Yossi Matias Pushmeet Kohli Yun-hui Liu Arnaud Doucet Alan Karthikesalingam 30 4 0 05 Jul 2023
Kernel Density Matrices for Probabilistic Deep Learning Fabio A. González Raúl Ramos-Pollán Joseph A. Gallego-Mejia 11 2 0 26 May 2023
Easy Learning from Label Proportions R. Busa-Fekete Heejin Choi Travis Dick Claudio Gentile Andrés Munoz Medina 17 13 0 06 Feb 2023
Unsupervised Learning under Latent Label Shift Manley Roberts P. Mani Saurabh Garg Zachary Chase Lipton OOD 54 9 0 26 Jul 2022
Learning from Label Proportions with Instance-wise Consistency Ryoma Kobayashi Yusuke Mukuta Tatsuya Harada 21 2 0 24 Mar 2022
Two-stage Training for Learning from Label Proportions Jiabin Liu Bo Wang Xin Shen Zhiquan Qi Ying-jie Tian 44 25 0 22 May 2021