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Towards Robust Incremental Learning under Ambiguous Supervision

23 January 2025

Papers citing "Towards Robust Incremental Learning under Ambiguous Supervision"

31 / 31 papers shown

Title
MagMax: Leveraging Model Merging for Seamless Continual Learning Daniel Marczak Bartłomiej Twardowski Tomasz Trzciñski Sebastian Cygert MoMe CLL 96 24 0 08 Jul 2024
Make Continual Learning Stronger via C-Flat Ang Bian Wei Li Hangjie Yuan Chengrong Yu Zixiang Zhao Mang Wang Aojun Lu Tao Feng 77 12 0 01 Apr 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning Jason Yoo Yunpeng Liu Frank Wood Geoff Pleiss CLL 62 5 0 14 Feb 2024
Weighted Ensemble Models Are Strong Continual Learners Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 111 22 0 14 Dec 2023
LFS-GAN: Lifelong Few-Shot Image Generation Juwon Seo Jingwen Kang Gyeong-Moon Park CLL 103 12 0 23 Aug 2023
MetaGCD: Learning to Continually Learn in Generalized Category Discovery Yanan Wu Zhixiang Chi Yang Wang Songhe Feng BDL CLL 117 29 0 21 Aug 2023
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Filip Szatkowski Mateusz Pyla Marcin Przewiȩźlikowski Sebastian Cygert Bartlomiej Twardowski Tomasz Trzciñski CLL 96 11 0 18 Aug 2023
Online Class Incremental Learning on Stochastic Blurry Task Boundary via Mask and Visual Prompt Tuning Jun-Yeong Moon Keondo Park Jung Uk Kim Gyeong-Moon Park CLL 68 26 0 18 Aug 2023
Towards Effective Visual Representations for Partial-Label Learning Shiyu Xia Jiaqi Lv Ning Xu Gang Niu Xin Geng VLM SSL 102 29 0 10 May 2023
CroSel: Cross Selection of Confident Pseudo Labels for Partial-Label Learning Shiyun Tian Hongxin Wei Yiqun Wang Lei Feng 79 8 0 18 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 101 41 0 16 Mar 2023
Task-Aware Information Routing from Common Representation Space in Lifelong Learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 36 26 0 14 Feb 2023
Learning with Partial Labels from Semi-supervised Perspective Ximing Li Yuanzhi Jiang C. Li Yiyuan Wang Jihong Ouyang SSL 60 16 0 24 Nov 2022
Online Continual Learning on a Contaminated Data Stream with Blurry Task Boundaries Jihwan Bang Hyun-woo Koh Seulki Park Hwanjun Song Jung-Woo Ha Jonghyun Choi CLL 104 40 0 29 Mar 2022
Continual Semi-Supervised Learning through Contrastive Interpolation Consistency Matteo Boschini Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL 75 41 0 14 Aug 2021
On the Robustness of Average Losses for Partial-Label Learning Jiaqi Lv Biao Liu Lei Feng Ning Xu Miao Xu Bo An Gang Niu Xin Geng Masashi Sugiyama 92 35 0 11 Jun 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 134 201 0 11 Apr 2021
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams Matthias De Lange Tinne Tuytelaars CLL 91 208 0 02 Sep 2020
Provably Consistent Partial-Label Learning Lei Feng Jiaqi Lv Bo Han Miao Xu Gang Niu Xin Geng Bo An Masashi Sugiyama 72 150 0 17 Jul 2020
Multi-Level Generative Models for Partial Label Learning with Non-random Label Noise Yan Yan Yuhong Guo 65 13 0 11 May 2020
Progressive Identification of True Labels for Partial-Label Learning Jiaqi Lv Miao Xu Lei Feng Gang Niu Xin Geng Masashi Sugiyama 102 186 0 19 Feb 2020
DivideMix: Learning with Noisy Labels as Semi-supervised Learning Junnan Li R. Socher Guosheng Lin NoLa 137 1,036 0 18 Feb 2020
Maintaining Discrimination and Fairness in Class Incremental Learning Bowen Zhao Xi Xiao Guojun Gan Bin Zhang Shutao Xia CLL 155 433 0 16 Nov 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 246 1,962 0 06 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 118 1,263 0 30 May 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 232 3,048 0 06 May 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Jaehong Yoon Saehoon Kim Eunho Yang Sung Ju Hwang CLL 103 178 0 25 Feb 2019
GM-PLL: Graph Matching based Partial Label Learning Gengyu Lyu Songhe Feng Tao Wang Congyan Lang Yidong Li 63 77 0 10 Jan 2019
Lifelong Learning with Dynamically Expandable Networks Jaehong Yoon Eunho Yang Jeongtae Lee Sung Ju Hwang CLL 163 1,233 0 04 Aug 2017
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 277 3,798 0 23 Nov 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 454 4,461 0 29 Jun 2016