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2004.11545
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Dropout as an Implicit Gating Mechanism For Continual Learning
24 April 2020
Seyed Iman Mirzadeh
Mehrdad Farajtabar
H. Ghasemzadeh
CLL
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Papers citing
"Dropout as an Implicit Gating Mechanism For Continual Learning"
27 / 27 papers shown
Efficient Reinforcement Learning by Reducing Forgetting with Elephant Activation Functions
Qingfeng Lan
Gautham Vasan
A. R. Mahmood
CLL
173
0
0
23 Sep 2025
TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Jeffrey Li
Mohammadreza Armandpour
Iman Mirzadeh
Sachin Mehta
Vaishaal Shankar
...
Samy Bengio
Oncel Tuzel
Mehrdad Farajtabar
Hadi Pouransari
Fartash Faghri
CLL
KELM
565
7
0
02 Apr 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning
International Conference on Learning Representations (ICLR), 2025
Masih Eskandar
Tooba Imtiaz
Davin Hill
Zifeng Wang
Jennifer Dy
CLL
257
11
0
03 Mar 2025
Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss
Sangyeon Park
Isaac Han
Seungwon Oh
Kyung-Joong Kim
455
6
0
03 Feb 2025
TiC-CLIP: Continual Training of CLIP Models
International Conference on Learning Representations (ICLR), 2023
Saurabh Garg
Mehrdad Farajtabar
Hadi Pouransari
Raviteja Vemulapalli
Sachin Mehta
Oncel Tuzel
Vaishaal Shankar
Fartash Faghri
VLM
CLIP
409
44
0
24 Oct 2023
Reset It and Forget It: Relearning Last-Layer Weights Improves Continual and Transfer Learning
European Conference on Artificial Intelligence (ECAI), 2023
Lapo Frati
Neil Traft
Jeff Clune
Nick Cheney
CLL
274
7
0
12 Oct 2023
Elephant Neural Networks: Born to Be a Continual Learner
Qingfeng Lan
A. Rupam Mahmood
CLL
470
11
0
02 Oct 2023
Continual Task Allocation in Meta-Policy Network via Sparse Prompting
International Conference on Machine Learning (ICML), 2023
Yijun Yang
Tianyi Zhou
Jing Jiang
Guodong Long
Yuhui Shi
CLL
OffRL
400
14
0
29 May 2023
Knowledge Accumulation in Continually Learned Representations and the Issue of Feature Forgetting
Timm Hess
Eli Verwimp
Gido M. van de Ven
Tinne Tuytelaars
CLL
458
12
0
03 Apr 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Liyuan Wang
Xingxing Zhang
Hang Su
Jun Zhu
KELM
CLL
956
1,280
0
31 Jan 2023
Momentum-based Weight Interpolation of Strong Zero-Shot Models for Continual Learning
Zafir Stojanovski
Karsten Roth
Zeynep Akata
170
19
0
06 Nov 2022
Balancing Stability and Plasticity through Advanced Null Space in Continual Learning
European Conference on Computer Vision (ECCV), 2022
Yajing Kong
Liu Liu
Zhen Wang
Dacheng Tao
CLL
171
52
0
25 Jul 2022
Implicit regularization of dropout
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Zhongwang Zhang
Zhi-Qin John Xu
381
58
0
13 Jul 2022
Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations
Ali Abbasi
Parsa Nooralinejad
Vladimir Braverman
Hamed Pirsiavash
Soheil Kolouri
CLL
297
22
0
12 Mar 2022
Continual Feature Selection: Spurious Features in Continual Learning
Timothée Lesort
CLL
278
10
0
02 Mar 2022
Continual Learning Beyond a Single Model
T. Doan
Seyed Iman Mirzadeh
Mehrdad Farajtabar
CLL
453
23
0
20 Feb 2022
Design of Explainability Module with Experts in the Loop for Visualization and Dynamic Adjustment of Continual Learning
Yujiang He
Zhixin Huang
Bernhard Sick
AAML
208
2
0
14 Feb 2022
Wide Neural Networks Forget Less Catastrophically
International Conference on Machine Learning (ICML), 2021
Seyed Iman Mirzadeh
Arslan Chaudhry
Dong Yin
Huiyi Hu
Razvan Pascanu
Dilan Görür
Mehrdad Farajtabar
CLL
357
82
0
21 Oct 2021
DualNet: Continual Learning, Fast and Slow
Quang Pham
Chenghao Liu
Guosheng Lin
CLL
351
53
0
01 Oct 2021
Task-agnostic Continual Learning with Hybrid Probabilistic Models
Polina Kirichenko
Mehrdad Farajtabar
Dushyant Rao
Balaji Lakshminarayanan
Nir Levine
Ang Li
Huiyi Hu
A. Wilson
Razvan Pascanu
VLM
BDL
CLL
167
23
0
24 Jun 2021
Addressing catastrophic forgetting for medical domain expansion
Sharut Gupta
Praveer Singh
Ken Chang
Liangqiong Qu
M. Aggarwal
...
J. Patel
Charles Lu
Christopher P. Bridge
D. Rubin
Jayashree Kalpathy-Cramer
OOD
277
19
0
24 Mar 2021
Linear Mode Connectivity in Multitask and Continual Learning
International Conference on Learning Representations (ICLR), 2020
Seyed Iman Mirzadeh
Mehrdad Farajtabar
Dilan Görür
Razvan Pascanu
H. Ghasemzadeh
CLL
423
177
0
09 Oct 2020
The Effectiveness of Memory Replay in Large Scale Continual Learning
Yogesh Balaji
Mehrdad Farajtabar
Dong Yin
Alex Mott
Ang Li
302
41
0
06 Oct 2020
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems
Findings (Findings), 2020
Fei Mi
Liangwei Chen
Mengjie Zhao
Shiyu Huang
Boi Faltings
CLL
KELM
272
83
0
02 Oct 2020
ADER: Adaptively Distilled Exemplar Replay Towards Continual Learning for Session-based Recommendation
ACM Conference on Recommender Systems (RecSys), 2020
Fei Mi
Xiao Lin
Boi Faltings
CLL
281
66
0
23 Jul 2020
Optimization and Generalization of Regularization-Based Continual Learning: a Loss Approximation Viewpoint
Dong Yin
Mehrdad Farajtabar
Ang Li
Nir Levine
Alex Mott
CLL
269
20
0
19 Jun 2020
Understanding the Role of Training Regimes in Continual Learning
Neural Information Processing Systems (NeurIPS), 2020
Seyed Iman Mirzadeh
Mehrdad Farajtabar
Razvan Pascanu
H. Ghasemzadeh
CLL
302
268
0
12 Jun 2020
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