Watch Your Step: Optimal Retrieval for Continual Learning at Scale

Watch Your Step: Optimal Retrieval for Continual Learning at Scale

16 April 2024

Dhireesha Kudithipudi

Papers citing "Watch Your Step: Optimal Retrieval for Continual Learning at Scale"

12 / 12 papers shown

Title
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning A. Panos Yuriko Kobe Daniel Olmeda Reino Rahaf Aljundi Richard Turner CLL 124 43 0 23 Mar 2023
A Simple Baseline that Questions the Use of Pretrained-Models in Continual Learning Paul Janson Wenxuan Zhang Rahaf Aljundi Mohamed Elhoseiny VLM SSL CLL 46 52 0 10 Oct 2022
Patching open-vocabulary models by interpolating weights Gabriel Ilharco Mitchell Wortsman S. Gadre Shuran Song Hannaneh Hajishirzi Simon Kornblith Ali Farhadi Ludwig Schmidt VLM KELM 84 175 0 10 Aug 2022
Simple Open-Vocabulary Object Detection with Vision Transformers Matthias Minderer A. Gritsenko Austin Stone Maxim Neumann Dirk Weissenborn ... Zhuoran Shen Tianlin Li Xiaohua Zhai Thomas Kipf N. Houlsby ObjD CLIP VLM ViT OCL 81 312 0 12 May 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 79 63 0 31 Mar 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 185 92 0 17 Jan 2022
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 46 200 0 11 Apr 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 65 185 0 22 Mar 2021
Dark Experience for General Continual Learning: a Strong, Simple Baseline Pietro Buzzega Matteo Boschini Angelo Porrello Davide Abati Simone Calderara BDL CLL 72 909 0 15 Apr 2020
Online Continual Learning with Maximally Interfered Retrieval Rahaf Aljundi Lucas Caccia Eugene Belilovsky Massimo Caccia Min Lin Laurent Charlin Tinne Tuytelaars CLL 67 541 0 11 Aug 2019
Three scenarios for continual learning Gido M. van de Ven A. Tolias CLL 78 891 0 15 Apr 2019
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 188 1,453 0 02 Dec 2018