Continuum: Simple Management of Complex Continual Learning Scenarios

11 February 2021

Papers citing "Continuum: Simple Management of Complex Continual Learning Scenarios"

14 / 14 papers shown

Title
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Lukas Thede Karsten Roth Olivier J. Hénaff Matthias Bethge Zeynep Akata CLL 86 5 0 13 Jun 2024
RD-DPP: Rate-Distortion Theory Meets Determinantal Point Process to Diversify Learning Data Samples Xiwen Chen Huayu Li Rahul Amin Abolfazl Razi 38 3 0 09 Apr 2023
CLIP model is an Efficient Continual Learner Vishal Thengane Salman Khan Munawar Hayat Fahad Shahbaz Khan BDL VLM CLL 173 51 0 06 Oct 2022
Continual Object Detection: A review of definitions, strategies, and challenges Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 113 53 0 30 May 2022
Simpler is Better: off-the-shelf Continual Learning Through Pretrained Backbones Francesco Pelosin VLM 80 11 0 03 May 2022
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 149 313 0 22 Nov 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 114 67 0 15 Nov 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 94 21 0 02 Aug 2021
Tackling Catastrophic Forgetting and Background Shift in Continual Semantic Segmentation Arthur Douillard Yifu Chen Arnaud Dapogny Matthieu Cord CLL 61 21 0 29 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer Timothée Lesort Thomas George Irina Rish KELM 94 22 0 03 Jun 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 96 60 0 20 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 93 56 0 04 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 115 187 0 01 Apr 2021
Regularization Shortcomings for Continual Learning Timothée Lesort Andrei Stoian David Filliat CLL 85 50 0 06 Dec 2019