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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 616 papers shown

Title
Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective Haoran Sun Wenqiang Pu Xiao Fu Tsung-Hui Chang Mingyi Hong 80 30 0 03 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 34 5 0 01 May 2021
Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Zhuoyun Li Changhong Zhong Sijia Liu Ruixuan Wang Weishi Zheng CLL 61 30 0 28 Apr 2021
Dynamic VAEs with Generative Replay for Continual Zero-shot Learning Subhankar Ghosh BDL CLL VLM 85 7 0 26 Apr 2021
Towards Visual Semantics Fausto Giunchiglia L. Erculiani Andrea Passerini 24 16 0 26 Apr 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 96 61 0 20 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 60 51 0 19 Apr 2021
Continual Learning with Fully Probabilistic Models Benedikt Pfülb A. Gepperth Benedikt Bagus BDL 61 8 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Benedikt Pfülb A. Gepperth VLM BDL 45 13 0 19 Apr 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Xisen Jin Bill Yuchen Lin Mohammad Rostami Xiang Ren BDL CLL 86 42 0 18 Apr 2021
Lifelong Learning with Sketched Structural Regularization Haoran Li A. Krishnan Jingfeng Wu Soheil Kolouri Praveen K. Pilly Vladimir Braverman CLL 63 17 0 17 Apr 2021
On Learning the Geodesic Path for Incremental Learning Christian Simon Piotr Koniusz Mehrtash Harandi CLL 84 123 0 17 Apr 2021
Continual Learning for Fake Audio Detection Haoxin Ma Jiangyan Yi J. Tao Ye Bai Zhengkun Tian Chenglong Wang AAML CLL 56 48 0 15 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels Jiangpeng He Feng Zhu SSL CLL 44 25 0 14 Apr 2021
Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Martin Mundt Iuliia Pliushch Visvanathan Ramesh UQCV BDL 56 6 0 14 Apr 2021
Incremental Multi-Target Domain Adaptation for Object Detection with Efficient Domain Transfer Le Thanh Nguyen-Meidine M. Kiran M. Pedersoli Jose Dolz Louis-Antoine Blais-Morin Eric Granger 83 26 0 13 Apr 2021
Continual Learning for Text Classification with Information Disentanglement Based Regularization Yufan Huang Yanzhe Zhang Jiaao Chen Xuezhi Wang Diyi Yang CLL 68 113 0 12 Apr 2021
Unsupervised Class-Incremental Learning Through Confusion Shivam Khare Kun Cao James M. Rehg SSL CLL 89 6 0 09 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 131 301 0 07 Apr 2021
Tuned Compositional Feature Replays for Efficient Stream Learning Morgan B. Talbot Rushikesh Zawar Rohil Badkundri Mengmi Zhang Gabriel Kreiman CLL 166 2 0 06 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 99 56 0 04 Apr 2021
Half-Real Half-Fake Distillation for Class-Incremental Semantic Segmentation Zilong Huang Wentian Hao Xinggang Wang Mingyuan Tao Jianqiang Huang Wenyu Liu Xiansheng Hua CLL 52 12 0 02 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 77 132 0 01 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 124 347 0 31 Mar 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples Andrea Rosasco Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu DD 75 49 0 29 Mar 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 106 78 0 25 Mar 2021
Balanced softmax cross-entropy for incremental learning with and without memory Quentin Jodelet Xin Liu T. Murata CLL 115 28 0 23 Mar 2021
iMAP: Implicit Mapping and Positioning in Real-Time Edgar Sucar Shikun Liu Joseph Ortiz Andrew J. Davison 3DH 137 628 0 23 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 33 0 0 22 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 89 292 0 17 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual Learning Shipeng Wang Xiaorong Li Jian Sun Zongben Xu CLL 101 144 0 12 Mar 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Umberto Michieli Pietro Zanuttigh CLL 105 140 0 10 Mar 2021
Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning A. Cheraghian Shafin Rahman Pengfei Fang S. Roy L. Petersson Mehrtash Harandi CLL 144 186 0 06 Mar 2021
CAM-GAN: Continual Adaptation Modules for Generative Adversarial Networks Sakshi Varshney Vinay Kumar Verma K. SrijithP. Lawrence Carin Piyush Rai GAN CLL 69 21 0 06 Mar 2021
Selective Replay Enhances Learning in Online Continual Analogical Reasoning Tyler L. Hayes Christopher Kanan CLL 85 20 0 06 Mar 2021
Distilling Causal Effect of Data in Class-Incremental Learning Xinting Hu Kaihua Tang Chunyan Miao Xiansheng Hua Hanwang Zhang CML 268 177 0 02 Mar 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 117 60 0 01 Mar 2021
Few-Shot Lifelong Learning Pratik Mazumder Pravendra Singh Piyush Rai CLL 80 122 0 01 Mar 2021
Condensed Composite Memory Continual Learning Felix Wiewel Binh Yang DD 75 34 0 19 Feb 2021
Do Not Forget to Attend to Uncertainty while Mitigating Catastrophic Forgetting V. Kurmi Badri N. Patro Venkatesh Subramanian Vinay P. Namboodiri 108 22 0 03 Feb 2021
Self-Attention Meta-Learner for Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy CLL 53 11 0 28 Jan 2021
Generalising via Meta-Examples for Continual Learning in the Wild Alessia Bertugli Stefano Vincenzi Simone Calderara Andrea Passerini CLL 50 2 0 28 Jan 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 140 422 0 25 Jan 2021
Machine Learning for the Detection and Identification of Internet of Things (IoT) Devices: A Survey Yongxin Liu Jian Wang Jianqiang Li Shuteng Niu Haoze Song 113 137 0 25 Jan 2021
Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer James Smith Jonathan C. Balloch Yen-Chang Hsu Z. Kira CLL 187 38 0 23 Jan 2021
Learning Invariant Representation for Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy BDL CLL 69 16 0 15 Jan 2021
Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data Gaurav Kumar Nayak Konda Reddy Mopuri Saksham Jain Anirban Chakraborty 68 14 0 15 Jan 2021
EEC: Learning to Encode and Regenerate Images for Continual Learning Ali Ayub Alan R. Wagner CLL 113 59 0 13 Jan 2021
Curriculum-Meta Learning for Order-Robust Continual Relation Extraction Tongtong Wu Xuekai Li Yuan-Fang Li Reza Haffari Guilin Qi Yujin Zhu Guoqiang Xu CLL 126 70 0 06 Jan 2021
CLeaR: An Adaptive Continual Learning Framework for Regression Tasks Yujiang He Bernhard Sick CLL 102 39 0 04 Jan 2021