A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning

3 January 2020

Papers citing "A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning"

50 / 131 papers shown

Title
Real-Time Evaluation in Online Continual Learning: A New Hope Yasir Ghunaim Adel Bibi Kumail Alhamoud Motasem Alfarra Hasan Hammoud Ameya Prabhu Philip Torr Guohao Li CLL 29 39 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 48 611 0 31 Jan 2023
Hierarchical Memory Pool Based Edge Semi-Supervised Continual Learning Method Xiangwei Wang Rui Han Chi Harold Liu CLL 19 0 0 17 Jan 2023
Self-Activating Neural Ensembles for Continual Reinforcement Learning Sam Powers Eliot Xing Abhinav Gupta KELM CLL 30 5 0 31 Dec 2022
Bio-Inspired, Task-Free Continual Learning through Activity Regularization Francesco Lassig Pau Vilimelis Aceituno M. Sorbaro Benjamin Grewe CLL 30 8 0 08 Dec 2022
The Effectiveness of World Models for Continual Reinforcement Learning Samuel Kessler M. Ostaszewski Michal Bortkiewicz M. Żarski Maciej Wołczyk Jack Parker-Holder Stephen J. Roberts Piotr Milo's KELM OffRL CLL 35 7 0 29 Nov 2022
Neural Architecture for Online Ensemble Continual Learning Mateusz Wójcik Witold Ko'sciukiewicz Tomasz Kajdanowicz Adam Gonczarek CLL 29 1 0 27 Nov 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 43 262 0 23 Nov 2022
Building a Subspace of Policies for Scalable Continual Learning Jean-Baptiste Gaya T. Doan Lucas Caccia Laure Soulier Ludovic Denoyer Roberta Raileanu CLL 42 29 0 18 Nov 2022
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 21 8 0 14 Nov 2022
Mitigating Forgetting in Online Continual Learning via Contrasting Semantically Distinct Augmentations Shenghao Yu Wei-Chen Chiu CLL 18 1 0 10 Nov 2022
Do Pre-trained Models Benefit Equally in Continual Learning? Kuan-Ying Lee Yuanyi Zhong Yu-xiong Wang CLL 32 28 0 27 Oct 2022
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 24 28 0 12 Oct 2022
Toward Sustainable Continual Learning: Detection and Knowledge Repurposing of Similar Tasks Sijia Wang Yoojin Choi Junya Chen Mostafa El-Khamy Ricardo Henao CLL 27 0 0 11 Oct 2022
TAME: Task Agnostic Continual Learning using Multiple Experts Haoran Zhu Maryam Majzoubi Arihant Jain A. Choromańska OOD 22 3 0 08 Oct 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 36 15 0 24 Aug 2022
Open Long-Tailed Recognition in a Dynamic World Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu VLM 43 18 0 17 Aug 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 23 124 0 27 Jul 2022
Continual Variational Autoencoder Learning via Online Cooperative Memorization Fei Ye A. Bors CLL 22 17 0 20 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 37 27 0 15 Jul 2022
Improving Task-free Continual Learning by Distributionally Robust Memory Evolution Zhenyi Wang Li Shen Le Fang Qiuling Suo Tiehang Duan Mingchen Gao OOD 39 40 0 15 Jul 2022
Learning an evolved mixture model for task-free continual learning Fei Ye A. Bors CLL 20 9 0 11 Jul 2022
Hebbian Continual Representation Learning P. Morawiecki Andrii Krutsylo Maciej Wołczyk Marek Śmieja CLL 24 2 0 28 Jun 2022
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Sungmin Cha Jihwan Kwak Dongsub Shim Hyunwoo J. Kim Moontae Lee Honglak Lee Taesup Moon CLL 28 1 0 16 Jun 2022
A Dirichlet Process Mixture of Robust Task Models for Scalable Lifelong Reinforcement Learning Zhi Wang Chunlin Chen D. Dong BDL CLL 4 16 0 22 May 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 42 4 0 19 May 2022
Bypassing Logits Bias in Online Class-Incremental Learning with a Generative Framework Gehui Shen Shibo Jie Ziheng Li Zhi-Hong Deng CLL 21 0 0 19 May 2022
Streaming Inference for Infinite Non-Stationary Clustering Rylan Schaeffer Gabrielle K. Liu Yilun Du Scott W. Linderman Ila Rani Fiete 37 1 0 02 May 2022
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Minsoo Kang Jaeyoo Park Bohyung Han CLL 27 179 0 02 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 26 60 0 31 Mar 2022
Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight Regularization Francesco Pelosin Saurav Jha A. Torsello Bogdan Raducanu Joost van de Weijer CLL 23 29 0 24 Mar 2022
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks Rebecca Adaimi Edison Thomaz CLL 29 13 0 11 Mar 2022
Lifelong Generative Modelling Using Dynamic Expansion Graph Model Fei Ye A. Bors CLL 27 10 0 15 Dec 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 48 66 0 15 Nov 2021
Mixture-of-Variational-Experts for Continual Learning Y. Yin Yu Wang CLL FedML 23 6 0 25 Oct 2021
Online Continual Learning on Class Incremental Blurry Task Configuration with Anytime Inference Hyun-woo Koh Dahyun Kim Jung-Woo Ha Jonghyun Choi CLL 33 65 0 19 Oct 2021
Continual Learning on Noisy Data Streams via Self-Purified Replay C. Kim Jinseo Jeong Sang-chul Moon Gunhee Kim CLL 40 39 0 14 Oct 2021
Hypernetworks for Continual Semi-Supervised Learning Dhanajit Brahma Vinay Kumar Verma Piyush Rai BDL CLL 30 12 0 05 Oct 2021
Towards a theory of out-of-distribution learning Jayanta Dey Ali Geisa Ronak D. Mehta Tyler M. Tomita Hayden S. Helm Haoyin Xu Eric Eaton Jeffery Dick Carey E. Priebe Joshua T. Vogelstein OOD 33 20 0 29 Sep 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 30 73 0 23 Sep 2021
Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision Zhong Ji Jin Li Qiang Wang Zhongfei Zhang CLL 30 18 0 03 Sep 2021
Lifelong Infinite Mixture Model Based on Knowledge-Driven Dirichlet Process Fei Ye A. Bors CLL 26 18 0 25 Aug 2021
Wanderlust: Online Continual Object Detection in the Real World Jianren Wang Xin Wang Shang-Guan Yue Abhinav Gupta 22 57 0 25 Aug 2021
Unsupervised Image Generation with Infinite Generative Adversarial Networks Hui Ying He Wang Tianjia Shao Yin Yang Kun Zhou GAN 34 2 0 18 Aug 2021
Continual Neural Mapping: Learning An Implicit Scene Representation from Sequential Observations Zike Yan Yuxin Tian Xuesong Shi Ping Guo Peng Wang H. Zha CLL 19 45 0 12 Aug 2021
Sequoia: A Software Framework to Unify Continual Learning Research Fabrice Normandin Florian Golemo O. Ostapenko Pau Rodríguez López Matthew D Riemer ... Dominic Zhao Timothée Lesort Laurent Charlin Irina Rish Massimo Caccia CLL 19 20 0 02 Aug 2021
Continual Novelty Detection Rahaf Aljundi Daniel Olmeda Reino N. Chumerin Richard Turner 25 11 0 24 Jun 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models Polina Kirichenko Mehrdad Farajtabar Dushyant Rao Balaji Lakshminarayanan Nir Levine Ang Li Huiyi Hu A. Wilson Razvan Pascanu VLM BDL CLL 27 19 0 24 Jun 2021
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning James Smith Yen-Chang Hsu John C. Balloch Yilin Shen Hongxia Jin Z. Kira CLL 60 162 0 17 Jun 2021
Same State, Different Task: Continual Reinforcement Learning without Interference Samuel Kessler Jack Parker-Holder Philip J. Ball S. Zohren Stephen J. Roberts CLL OffRL 19 46 0 05 Jun 2021