Efficient Lifelong Learning with A-GEM

2 December 2018

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 676 papers shown

Title
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 19 8 0 14 Nov 2022
Mitigating Forgetting in Online Continual Learning via Contrasting Semantically Distinct Augmentations Shenghao Yu Wei-Chen Chiu CLL 13 1 0 10 Nov 2022
Cold Start Streaming Learning for Deep Networks Cameron R. Wolfe Anastasios Kyrillidis CLL 15 2 0 09 Nov 2022
$BT^2$ : Backward-compatible Training with Basis Transformation Yi Zhou Zilu Li Abhinav Shrivastava Hengshuang Zhao Antonio Torralba Taipeng Tian Ser-Nam Lim 13 3 0 08 Nov 2022
Momentum-based Weight Interpolation of Strong Zero-Shot Models for Continual Learning Zafir Stojanovski Karsten Roth Zeynep Akata 16 16 0 06 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 19 70 0 04 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 111 42 0 01 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 24 27 0 27 Oct 2022
Weight Averaging: A Simple Yet Effective Method to Overcome Catastrophic Forgetting in Automatic Speech Recognition Steven Vander Eeckt Hugo Van hamme CLL MoMe 58 14 0 27 Oct 2022
Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Marco Schreyer Hamed Hemati Damian Borth M. Vasarhelyi FedML 34 3 0 26 Oct 2022
Exclusive Supermask Subnetwork Training for Continual Learning Prateek Yadav Mohit Bansal CLL 22 5 0 18 Oct 2022
Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning Yejia Liu Wang Zhu Shaolei Ren CLL 22 3 0 16 Oct 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue Ying Zhao Yinhe Zheng Zhiliang Tian Chang Gao Yu Bowen Haiyang Yu Yongbin Li Jianguo Sun N. Zhang CLL OffRL 24 12 0 14 Oct 2022
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Dipam Goswami René Schuster Joost van de Weijer D. Stricker CLL 24 18 0 13 Oct 2022
On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning Lorenzo Bonicelli Matteo Boschini Angelo Porrello C. Spampinato Simone Calderara CLL 18 44 0 12 Oct 2022
Schedule-Robust Online Continual Learning Ruohan Wang Marco Ciccone Giulia Luise A. Yapp Massimiliano Pontil C. Ciliberto CLL 32 4 0 11 Oct 2022
Continual Learning by Modeling Intra-Class Variation L. Yu Tianyang Hu Lanqing Hong Zhen Liu Adrian Weller Weiyang Liu CLL 48 12 0 11 Oct 2022
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER Ruotian Ma Xuanting Chen Lin Zhang Xin Zhou Junzhe Wang Tao Gui Qi Zhang Xiang Gao Yunwen Chen 39 8 0 10 Oct 2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation Peiyi Wang Yifan Song Tianyu Liu Binghuai Lin Yunbo Cao Sujian Li Zhifang Sui CLL SLR 31 22 0 10 Oct 2022
TAME: Task Agnostic Continual Learning using Multiple Experts Haoran Zhu Maryam Majzoubi Arihant Jain A. Choromańska OOD 9 3 0 08 Oct 2022
Topological Continual Learning with Wasserstein Distance and Barycenter Tananun Songdechakraiwut Xiaoshuang Yin B. V. Veen CLL 13 0 0 06 Oct 2022
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision Transformers for 3D Object Recognition Georgios Tziafas H. Kasaei ViT 35 10 0 03 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Xiaohan Zou Tong Lin CLL 16 2 0 03 Oct 2022
Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering Mavina Nikandrou Lu Yu Alessandro Suglia Ioannis Konstas Verena Rieser OOD 30 5 0 30 Sep 2022
Multiple Modes for Continual Learning Siddhartha Datta N. Shadbolt CLL MoMe 41 2 0 29 Sep 2022
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal Yaqian Zhang Bernhard Pfahringer E. Frank Albert Bifet N. Lim Yunzhe Jia CLL 104 40 0 28 Sep 2022
Disentangling Transfer in Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL 60 27 0 28 Sep 2022
Exploring Example Influence in Continual Learning Q. Sun Fan Lyu Fanhua Shang Wei Feng Liang Wan CLL 66 45 0 25 Sep 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 21 10 0 20 Sep 2022
SparCL: Sparse Continual Learning on the Edge Zifeng Wang Zheng Zhan Yifan Gong Geng Yuan Wei Niu T. Jian Bin Ren Stratis Ioannidis Yanzhi Wang Jennifer Dy CLL 55 59 0 20 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 19 9 0 18 Sep 2022
Continual Learning with Dependency Preserving Hypernetworks Dupati Srikar Chandra Sakshi Varshney P. K. Srijith Sunil R. Gupta CLL 16 7 0 16 Sep 2022
Exploring Domain Incremental Video Highlights Detection with the LiveFood Benchmark Sen Pei Shixiong Xu Xiaojie Jin 23 0 0 12 Sep 2022
Online Continual Learning via the Meta-learning Update with Multi-scale Knowledge Distillation and Data Augmentation Ya-nan Han Jian-wei Liu KELM CLL 33 10 0 12 Sep 2022
Class-Incremental Learning via Knowledge Amalgamation Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Yajuan San CLL 16 8 0 05 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 27 3 0 04 Sep 2022
Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions Zhenyi Wang Li Shen Le Fang Qiuling Suo Dongling Zhan Tiehang Duan Mingchen Gao OOD CLL 13 14 0 03 Sep 2022
Continuous QA Learning with Structured Prompts Yinhe Zheng CLL 22 1 0 31 Aug 2022
Beyond Supervised Continual Learning: a Review Benedikt Bagus A. Gepperth Timothée Lesort BDL CLL 19 10 0 30 Aug 2022
Sustaining Fairness via Incremental Learning Somnath Basu Roy Chowdhury Snigdha Chaturvedi FaML CLL 15 4 0 25 Aug 2022
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled Data Zhe Huang Mary-Joy Sidhom B. Wessler M. C. Hughes 25 10 0 25 Aug 2022
Lifelong Learning for Neural powered Mixed Integer Programming S. Manchanda Sayan Ranu CLL 25 1 0 24 Aug 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 28 14 0 24 Aug 2022
Multi-domain Learning for Updating Face Anti-spoofing Models Xiao Guo Yaojie Liu Anil Jain Xiaoming Liu CLL CVBM 16 30 0 23 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 15 29 0 20 Aug 2022
DLCFT: Deep Linear Continual Fine-Tuning for General Incremental Learning Hyounguk Shon Janghyeon Lee Seungwook Kim Junmo Kim CLL 19 11 0 17 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 26 13 0 13 Aug 2022
Patching open-vocabulary models by interpolating weights Gabriel Ilharco Mitchell Wortsman S. Gadre Shuran Song Hannaneh Hajishirzi Simon Kornblith Ali Farhadi Ludwig Schmidt VLM KELM 27 166 0 10 Aug 2022
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation Zhijing Wu Hua Xu Jingliang Fang Kai Gao CLL 23 1 0 10 Aug 2022
Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Arjun Ashok K. J. Joseph V. Balasubramanian CLL 14 29 0 07 Aug 2022