Computationally Budgeted Continual Learning: What Does Matter?

Computationally Budgeted Continual Learning: What Does Matter?

20 March 2023

Philip H. S. Torr

Ser-Nam Lim

Papers citing "Computationally Budgeted Continual Learning: What Does Matter?"

10 / 10 papers shown

Title
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 29 1 0 19 Oct 2024
An Effective Dynamic Gradient Calibration Method for Continual Learning Weichen Lin Jiaxiang Chen Ru Huang Huihua Ding CLL 44 0 0 30 Jul 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Bernard Ghanem Philip H. S. Torr Adel Bibi Mohamed Elhoseiny CLL 29 5 0 19 Apr 2024
Adaptive Memory Replay for Continual Learning James Seale Smith Lazar Valkov Shaunak Halbe V. Gutta Rogerio Feris Z. Kira Leonid Karlinsky 29 6 0 18 Apr 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 68 2 0 14 Mar 2024
Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How Timm Hess Tinne Tuytelaars Gido M. van de Ven 31 7 0 08 Nov 2023
Cost-effective On-device Continual Learning over Memory Hierarchy with Miro Xinyue Ma Suyeon Jeong Minjia Zhang Di Wang Jonghyun Choi Myeongjae Jeon CLL 11 14 0 11 Aug 2023
Continual Learning as Computationally Constrained Reinforcement Learning Saurabh Kumar Henrik Marklund Anand Srinivasa Rao Yifan Zhu Hong Jun Jeon Yueyang Liu Benjamin Van Roy CLL 22 21 0 10 Jul 2023
Online Continual Learning Without the Storage Constraint Ameya Prabhu Zhipeng Cai P. Dokania Philip H. S. Torr V. Koltun Ozan Sener CLL 118 28 0 16 May 2023
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 134 91 0 17 Jan 2022