Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches

Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches

8 July 2019

Vincenzo Lomonaco

Lorenzo Pellegrini

Papers citing "Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches"

17 / 17 papers shown

Title
TinySubNets: An efficient and low capacity continual learning strategy Marcin Pietroñ Kamil Faber Dominik Zurek Roberto Corizzo 80 0 0 14 Dec 2024
Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from Generalization Sebastian Dziadzio cCaugatay Yildiz Gido M. van de Ven Tomasz Trzciñski Tinne Tuytelaars Matthias Bethge 19 1 0 27 Dec 2023
A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm Haizhou Shi Hao Wang CLL 34 18 0 18 Oct 2023
On-Device Learning with Binary Neural Networks Lorenzo Vorabbi Davide Maltoni Stefano Santi MQ 36 4 0 29 Aug 2023
Alleviating Representational Shift for Continual Fine-tuning Shibo Jie Zhi-Hong Deng Ziheng Li CLL 35 11 0 22 Apr 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 36 455 0 10 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 18 60 0 31 Mar 2022
Continual Normalization: Rethinking Batch Normalization for Online Continual Learning Quang-Cuong Pham Chenghao Liu S. Hoi BDL OnRL 38 57 0 30 Mar 2022
Diagnosing Batch Normalization in Class Incremental Learning Minghao Zhou Quanziang Wang Jun Shu Qian Zhao Deyu Meng CLL 48 6 0 16 Feb 2022
Continual learning of longitudinal health records Jacob Armstrong David A. Clifton CLL KELM 27 15 0 22 Dec 2021
Is Class-Incremental Enough for Continual Learning? Andrea Cossu G. Graffieti Lorenzo Pellegrini Davide Maltoni D. Bacciu Antonio Carta Vincenzo Lomonaco CLL 40 30 0 06 Dec 2021
Bristle: Decentralized Federated Learning in Byzantine, Non-i.i.d. Environments Joost Verbraeken M. Vos J. Pouwelse 31 4 0 21 Oct 2021
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 39 64 0 20 Oct 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 50 58 0 20 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan J. Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 28 180 0 01 Apr 2021
Optimal Continual Learning has Perfect Memory and is NP-hard Jeremias Knoblauch Hisham Husain Tom Diethe CLL 27 104 0 09 Jun 2020
Latent Replay for Real-Time Continual Learning Lorenzo Pellegrini G. Graffieti Vincenzo Lomonaco Davide Maltoni CLL 20 163 0 02 Dec 2019