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An Investigation of Replay-based Approaches for Continual Learning

An Investigation of Replay-based Approaches for Continual Learning

15 August 2021
Benedikt Bagus
A. Gepperth
    CLL
ArXivPDFHTML

Papers citing "An Investigation of Replay-based Approaches for Continual Learning"

18 / 18 papers shown
Title
Replay-Based Continual Learning with Dual-Layered Distillation and a Streamlined U-Net for Efficient Text-to-Image Generation
Replay-Based Continual Learning with Dual-Layered Distillation and a Streamlined U-Net for Efficient Text-to-Image Generation
Md. Naimur Asif Borno
Md Sakib Hossain Shovon
Asmaa Soliman Al-Moisheer
Mohammad Ali Moni
24
0
0
11 May 2025
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution
Panagiota Moraiti
Efstathios Karypidis
35
0
0
19 Mar 2025
Unforgettable Lessons from Forgettable Images: Intra-Class Memorability Matters in Computer Vision Tasks
Unforgettable Lessons from Forgettable Images: Intra-Class Memorability Matters in Computer Vision Tasks
Jie Jing
Qing Lin
Shuangpeng Han
Lucia Schiatti
Yen-Ling Kuo
Mengmi Zhang
VLM
20
0
0
30 Dec 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation
Xiwen Wei
Guihong Li
R. Marculescu
42
2
0
08 Nov 2024
Replay Consolidation with Label Propagation for Continual Object Detection
Replay Consolidation with Label Propagation for Continual Object Detection
Riccardo De Monte
Davide Dalle Pezze
Marina Ceccon
Francesco Pasti
Francesco Paissan
Elisabetta Farella
Gian Antonio Susto
Nicola Bellotto
32
2
0
09 Sep 2024
Overcoming Catastrophic Forgetting in Tabular Data Classification: A
  Pseudorehearsal-based approach
Overcoming Catastrophic Forgetting in Tabular Data Classification: A Pseudorehearsal-based approach
Pablo García Santaclara
Bruno Fernández Castro
Rebeca P. Díaz Redondo
LMTD
28
0
0
12 Jul 2024
Enhancing Continual Learning in Visual Question Answering with
  Modality-Aware Feature Distillation
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation
Malvina Nikandrou
Georgios Pantazopoulos
Ioannis Konstas
Alessandro Suglia
21
0
0
27 Jun 2024
Dataset Condensation with Latent Quantile Matching
Dataset Condensation with Latent Quantile Matching
Wei Wei
Tom De Schepper
Kevin Mets
DD
29
2
0
14 Jun 2024
Informed Spectral Normalized Gaussian Processes for Trajectory
  Prediction
Informed Spectral Normalized Gaussian Processes for Trajectory Prediction
Christian Schlauch
Christian Wirth
Nadja Klein
25
1
0
18 Mar 2024
Domain Adaptation for Time series Transformers using One-step
  fine-tuning
Domain Adaptation for Time series Transformers using One-step fine-tuning
Subina Khanal
Seshu Tirupathi
Giulio Zizzo
Ambrish Rawat
T. Pedersen
AI4TS
23
3
0
12 Jan 2024
Keep Moving: identifying task-relevant subspaces to maximise plasticity
  for newly learned tasks
Keep Moving: identifying task-relevant subspaces to maximise plasticity for newly learned tasks
Daniel Anthes
Sushrut Thorat
Peter König
Tim C Kietzmann
CLL
17
0
0
07 Oct 2023
Integrating Curricula with Replays: Its Effects on Continual Learning
Integrating Curricula with Replays: Its Effects on Continual Learning
Ren Jie Tee
Mengmi Zhang
KELM
CLL
22
1
0
08 Jul 2023
Adiabatic replay for continual learning
Adiabatic replay for continual learning
Alexander Krawczyk
A. Gepperth
27
2
0
23 Mar 2023
Exploring Example Influence in Continual Learning
Exploring Example Influence in Continual Learning
Q. Sun
Fan Lyu
Fanhua Shang
Wei Feng
Liang Wan
CLL
58
45
0
25 Sep 2022
Expanding continual few-shot learning benchmarks to include recognition
  of specific instances
Expanding continual few-shot learning benchmarks to include recognition of specific instances
Gideon Kowadlo
Abdelrahman Ahmed
Amir Mayan
D. Rawlinson
CLL
11
0
0
26 Aug 2022
A Study of Continual Learning Methods for Q-Learning
A Study of Continual Learning Methods for Q-Learning
Benedikt Bagus
A. Gepperth
CLL
OffRL
13
4
0
08 Jun 2022
Continual Learning with Foundation Models: An Empirical Study of Latent
  Replay
Continual Learning with Foundation Models: An Empirical Study of Latent Replay
O. Ostapenko
Timothée Lesort
P. Rodríguez
Md Rifat Arefin
Arthur Douillard
Irina Rish
Laurent Charlin
26
50
0
30 Apr 2022
Selfless Sequential Learning
Selfless Sequential Learning
Rahaf Aljundi
Marcus Rohrbach
Tinne Tuytelaars
CLL
23
113
0
14 Jun 2018
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