Two Complementary Perspectives to Continual Learning: Ask Not Only What
to Optimize, But Also How

Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How

8 November 2023

Tinne Tuytelaars

Gido M. van de Ven

Papers citing "Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How"

12 / 12 papers shown

Title
On the Computation of the Fisher Information in Continual Learning Gido M. van de Ven FedML 42 1 0 17 Feb 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 65 0 0 03 Feb 2025
Exploring the Stability Gap in Continual Learning: The Role of the Classification Head Wojciech Łapacz Daniel Marczak Filip Szatkowski Tomasz Trzciñski 29 0 0 06 Nov 2024
The Expanding Scope of the Stability Gap: Unveiling its Presence in Joint Incremental Learning of Homogeneous Tasks Sandesh Kamath Albin Soutif--Cormerais Joost van de Weijer Bogdan Raducanu 24 3 0 07 Jun 2024
Continual Learning and Catastrophic Forgetting Gido M. van de Ven Nicholas Soures Dhireesha Kudithipudi 16 46 0 08 Mar 2024
Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning Jason Yoo Yunpeng Liu Frank D. Wood Geoff Pleiss CLL 13 5 0 14 Feb 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
Continual evaluation for lifelong learning: Identifying the stability gap Matthias De Lange Gido M. van de Ven Tinne Tuytelaars CLL 83 40 0 26 May 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 71 72 0 07 Feb 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 126 91 0 17 Jan 2022
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 42 58 0 20 Apr 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 51 46 0 01 Mar 2021