Progress & Compress: A scalable framework for continual learning

16 May 2018

Jonathan Richard Schwarz

Jelena Luketina

Wojciech M. Czarnecki

Papers citing "Progress & Compress: A scalable framework for continual learning"

50 / 195 papers shown

Title
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 50 0 0 04 Feb 2023
The Construction of Reality in an AI: A Review J. W. Johnston 3DV 13 1 0 03 Feb 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 30 15 0 18 Jan 2023
Artificial Neuronal Ensembles with Learned Context Dependent Gating M. Tilley Michelle Miller David J. Freedman 29 3 0 17 Jan 2023
Self-recovery of memory via generative replay Zhenglong Zhou Geshi Yeung A. Schapiro CLL OffRL 26 1 0 15 Jan 2023
On Sequential Bayesian Inference for Continual Learning Samuel Kessler Adam D. Cobb Tim G. J. Rudner S. Zohren Stephen J. Roberts CLL BDL 64 6 0 04 Jan 2023
Federated Learning for Data Streams Othmane Marfoq Giovanni Neglia Laetitia Kameni Richard Vidal FedML 31 12 0 04 Jan 2023
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Chenyu You Steven C. H. Hoi OOD VLM 26 5 0 30 Nov 2022
Learning to Learn: How to Continuously Teach Humans and Machines Parantak Singh You Li Ankur Sikarwar Weixian Lei Daniel Gao Morgan B. Talbot Ying Sun Mike Zheng Shou Gabriel Kreiman Mengmi Zhang CLL 18 5 0 28 Nov 2022
Progressive Learning without Forgetting Tao Feng Hangjie Yuan Mang Wang Ziyuan Huang Ang Bian Jianzhou Zhang CLL KELM 44 4 0 28 Nov 2022
Semi-Supervised Lifelong Language Learning Ying Zhao Yinhe Zheng Yu Bowen Zhiliang Tian Dongkyu Lee Jian Sun Haiyang Yu Yongbin Li N. Zhang CLL KELM 43 3 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 32 69 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 34 29 0 18 Nov 2022
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research J. Bornschein Alexandre Galashov Ross Hemsley Amal Rannen-Triki Yutian Chen ... Angeliki Lazaridou Yee Whye Teh Andrei A. Rusu Razvan Pascanu MarcÁurelio Ranzato OOD VLM AI4TS 39 17 0 15 Nov 2022
Private Set Generation with Discriminative Information Dingfan Chen Raouf Kerkouche Mario Fritz DD 30 34 0 07 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 27 71 0 04 Nov 2022
Is Multi-Task Learning an Upper Bound for Continual Learning? Zihao Wu Huy Tran Hamed Pirsiavash Soheil Kolouri SSL CLL 28 4 0 26 Oct 2022
Correlation of the importances of neural network weights calculated by modern methods of overcoming catastrophic forgetting Alexey Kutalev 16 0 0 24 Oct 2022
HesScale: Scalable Computation of Hessian Diagonals Mohamed Elsayed A. R. Mahmood 22 7 0 20 Oct 2022
ROSE: Robust Selective Fine-tuning for Pre-trained Language Models Lan Jiang Hao Zhou Yankai Lin Peng Li Jie Zhou R. Jiang AAML 37 8 0 18 Oct 2022
Review Learning: Alleviating Catastrophic Forgetting with Generative Replay without Generator Jaesung Yoo Sung-Hyuk Choi Yewon Yang Suhyeon Kim J. Choi ... H. J. Joo Dae-Jung Kim R. Park Hyeong-Jin Yoon Kwangsoo Kim KELM OffRL 40 0 0 17 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 47 8 0 10 Oct 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 35 9 0 18 Sep 2022
Class-Incremental Learning via Knowledge Amalgamation Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Yajuan San CLL 24 8 0 05 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 34 3 0 04 Sep 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 34 13 0 13 Aug 2022
Continual Machine Reading Comprehension via Uncertainty-aware Fixed Memory and Adversarial Domain Adaptation Zhijing Wu Hua Xu Jingliang Fang Kai Gao CLL 28 1 0 10 Aug 2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2 Z. Daniels Aswin Raghavan Jesse Hostetler Abrar Rahman Indranil Sur M. Piacentino Ajay Divakaran CLL OffRL 31 12 0 09 Aug 2022
Continual Reinforcement Learning with TELLA Neil Fendley Cash Costello Eric Q. Nguyen Gino Perrotta Corey Lowman CLL 19 2 0 08 Aug 2022
AdaptCL: Adaptive Continual Learning for Tackling Heterogeneity in Sequential Datasets Yuqing Zhao Divya Saxena Jiannong Cao CLL 22 12 0 22 Jul 2022
Don't Stop Learning: Towards Continual Learning for the CLIP Model Yuxuan Ding Lingqiao Liu Chunna Tian Jingyuan Yang Haoxuan Ding CLL VLM KELM 24 51 0 19 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 32 27 0 15 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 23 2 0 14 Jul 2022
Consistency is the key to further mitigating catastrophic forgetting in continual learning Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 32 16 0 11 Jul 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
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun Luo A. R. Mahmood OffRL 29 7 0 22 May 2022
Understanding and Preventing Capacity Loss in Reinforcement Learning Clare Lyle Mark Rowland Will Dabney CLL 36 109 0 20 Apr 2022
Forgetting and Imbalance in Robot Lifelong Learning with Off-policy Data Wenxuan Zhou Steven Bohez Jan Humplik A. Abdolmaleki Dushyant Rao Markus Wulfmeier Tuomas Haarnoja N. Heess OffRL 40 6 0 12 Apr 2022
ELLE: Efficient Lifelong Pre-training for Emerging Data Yujia Qin Jiajie Zhang Yankai Lin Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 30 67 0 12 Mar 2022
Memory Efficient Continual Learning with Transformers Beyza Ermis Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 29 43 0 09 Mar 2022
Learnings from Federated Learning in the Real world Christophe Dupuy Tanya Roosta Leo Long Clement Chung Rahul Gupta A. Avestimehr FedML 25 10 0 08 Feb 2022
Demystifying Reinforcement Learning in Time-Varying Systems Pouya Hamadanian Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh 43 1 0 14 Jan 2022
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Wenju Sun Qingyong Li Jing Zhang Danyu Wang Wen Wang Yangli-ao Geng BDL 24 3 0 05 Jan 2022
Relational Experience Replay: Continual Learning by Adaptively Tuning Task-wise Relationship Quanziang Wang Renzhen Wang Yuexiang Li Dong Wei Kai Ma Yefeng Zheng Deyu Meng CLL 33 7 0 31 Dec 2021
Domain-Aware Continual Zero-Shot Learning Kai Yi Paul Janson Wenxuan Zhang Mohamed Elhoseiny 51 4 0 24 Dec 2021
Continual learning of longitudinal health records Jacob Armstrong David A. Clifton CLL KELM 27 15 0 22 Dec 2021
Autonomous Reinforcement Learning: Formalism and Benchmarking Archit Sharma Kelvin Xu Nikhil Sardana Abhishek Gupta Karol Hausman Sergey Levine Chelsea Finn OffRL 58 26 0 17 Dec 2021
Continual Learning In Environments With Polynomial Mixing Times Matthew D Riemer Sharath Chandra Raparthy Ignacio Cases G. Subbaraj M. P. Touzel Irina Rish CLL 41 8 0 13 Dec 2021
Provable Continual Learning via Sketched Jacobian Approximations Reinhard Heckel CLL 20 9 0 09 Dec 2021
CoMPS: Continual Meta Policy Search Glen Berseth Zhiwei Zhang Grace Zhang Chelsea Finn Sergey Levine CLL OffRL 28 16 0 08 Dec 2021