Optimal Continual Learning has Perfect Memory and is NP-hard

9 June 2020

Papers citing "Optimal Continual Learning has Perfect Memory and is NP-hard"

23 / 73 papers shown

Title
Continual Learning of Multi-modal Dynamics with External Memory Abdullah Akgul Gözde B. Ünal M. Kandemir CLL 19 0 0 02 Mar 2022
Continual Learning for CTR Prediction: A Hybrid Approach Ke Hu Yi Qi Jianqiang Huang Jia Cheng Jun Lei 18 6 0 18 Jan 2022
Hierarchical Prototype Networks for Continual Graph Representation Learning Xikun Zhang Dongjin Song Dacheng Tao CLL 29 31 0 30 Nov 2021
Continual Adaptation of Semantic Segmentation using Complementary 2D-3D Data Representations Jonas Frey Hermann Blum Francesco Milano Roland Siegwart César Cadena 13 13 0 03 Nov 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning Krishnan Raghavan Prasanna Balaprakash CLL 59 30 0 28 Sep 2021
Saliency Guided Experience Packing for Replay in Continual Learning Gobinda Saha Kaushik Roy VLM KELM CLL 92 21 0 10 Sep 2021
An Investigation of Replay-based Approaches for Continual Learning Benedikt Bagus A. Gepperth CLL 33 31 0 15 Aug 2021
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning Sungmin Cha Beomyoung Kim Y. Yoo Taesup Moon CLL 34 86 0 22 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer Timothée Lesort Thomas George Irina Rish KELM 16 22 0 03 Jun 2021
Smaller Is Better: An Analysis of Instance Quantity/Quality Trade-off in Rehearsal-based Continual Learning Francesco Pelosin A. Torsello 16 1 0 28 May 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 21 48 0 19 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 25 55 0 04 Apr 2021
Towards Open World Object Detection K. J. Joseph Salman Khan F. Khan V. Balasubramanian ObjD 24 448 0 03 Mar 2021
Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping Prakhar Kaushik Alex Gain Adam Kortylewski Alan Yuille CLL 11 68 0 22 Feb 2021
$Training Neural Networks is $\exists\mathbb R$-complete$ Training Neural Networks is $\exists\mathbb R$ -complete Mikkel Abrahamsen Linda Kleist Tillmann Miltzow 6 1 0 19 Feb 2021
How do Quadratic Regularizers Prevent Catastrophic Forgetting: The Role of Interpolation Ekdeep Singh Lubana Puja Trivedi Danai Koutra Robert P. Dick 35 11 0 04 Feb 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 28 407 0 25 Jan 2021
The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction Anh Thai Stefan Stojanov Zixuan Huang Isaac Rehg James M. Rehg CLL 30 0 0 18 Jan 2021
The Effectiveness of Memory Replay in Large Scale Continual Learning Yogesh Balaji Mehrdad Farajtabar Dong Yin Alex Mott Ang Li 16 38 0 06 Oct 2020
Machine Unlearning for Random Forests Jonathan Brophy Daniel Lowd MU 17 157 0 11 Sep 2020
Meta-Learning with Sparse Experience Replay for Lifelong Language Learning Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova KELM CLL 6 21 0 10 Sep 2020
Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent Mehdi Abbana Bennani Thang Doan Masashi Sugiyama CLL 45 61 0 21 Jun 2020
Regularization Shortcomings for Continual Learning Timothée Lesort Andrei Stoian David Filliat CLL 13 50 0 06 Dec 2019