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Continual Learning in Practice
v1v2 (latest)

Continual Learning in Practice

12 March 2019
Tom Diethe
Tom Borchert
Eno Thereska
Borja Balle
Neil D. Lawrence
    CLL
ArXiv (abs)PDFHTML

Papers citing "Continual Learning in Practice"

20 / 20 papers shown
Title
Sequence Transferability and Task Order Selection in Continual Learning
T. Nguyen
Cuong N. Nguyen
Quang Pham
B. T. Nguyen
Savitha Ramasamy
Xiaoli Li
Cuong V Nguyen
130
0
0
10 Feb 2025
Towards Stable Machine Learning Model Retraining via Slowly Varying Sequences
Towards Stable Machine Learning Model Retraining via Slowly Varying Sequences
Dimitris Bertsimas
V. Digalakis
Yu Ma
Phevos Paschalidis
111
0
0
28 Mar 2024
Real-world Machine Learning Systems: A survey from a Data-Oriented
  Architecture Perspective
Real-world Machine Learning Systems: A survey from a Data-Oriented Architecture Perspective
Christian Cabrera
Andrei Paleyes
Pierre Thodoroff
Neil D. Lawrence
AI4TSAI4CEOOD
62
7
0
09 Feb 2023
Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings
Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings
Caglar Demir
A. N. Ngomo
60
5
0
18 Jul 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
100
53
0
30 Apr 2022
Continual Learning with Bayesian Model based on a Fixed Pre-trained
  Feature Extractor
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor
Yang Yang
Z. Cui
Junjie Xu
Changhong Zhong
Weishi Zheng
Ruixuan Wang
MedImBDLOOD
57
36
0
28 Apr 2022
Introducing explainable supervised machine learning into interactive
  feedback loops for statistical production system
Introducing explainable supervised machine learning into interactive feedback loops for statistical production system
Carlos Mougan
G. Kanellos
Johannes Micheler
Jose Martinez
Thomas Gottron
58
1
0
07 Feb 2022
Multiplayer Performative Prediction: Learning in Decision-Dependent
  Games
Multiplayer Performative Prediction: Learning in Decision-Dependent Games
Adhyyan Narang
Evan Faulkner
Dmitriy Drusvyatskiy
Maryam Fazel
Lillian J. Ratliff
76
43
0
10 Jan 2022
On The Reliability Of Machine Learning Applications In Manufacturing
  Environments
On The Reliability Of Machine Learning Applications In Manufacturing Environments
Nicolas Jourdan
S. Sen
E. J. Husom
Enrique Garcia-Ceja
Tobias Biegel
J. Metternich
OOD
78
9
0
13 Dec 2021
DualNet: Continual Learning, Fast and Slow
DualNet: Continual Learning, Fast and Slow
Quang Pham
Chenghao Liu
Guosheng Lin
CLL
147
45
0
01 Oct 2021
On the Future of Cloud Engineering
On the Future of Cloud Engineering
David Bermbach
A. Chandra
C. Krintz
A. Gokhale
Aleksander Slominski
L. Thamsen
Everton Cavalcante
Tian Guo
Ivona Brandić
R. Wolski
70
23
0
19 Aug 2021
Towards better data discovery and collection with flow-based programming
Towards better data discovery and collection with flow-based programming
Andrei Paleyes
Christian Cabrera
Neil D. Lawrence
79
6
0
09 Aug 2021
Knowledge-Adaptation Priors
Knowledge-Adaptation Priors
Mohammad Emtiyaz Khan
S. Swaroop
BDLVLMODL
58
27
0
16 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer
Continual Learning in Deep Networks: an Analysis of the Last Layer
Timothée Lesort
Thomas George
Irina Rish
KELM
94
22
0
03 Jun 2021
Online Continual Learning in Image Classification: An Empirical Survey
Online Continual Learning in Image Classification: An Empirical Survey
Zheda Mai
Ruiwen Li
Jihwan Jeong
David Quispe
Hyunwoo J. Kim
Scott Sanner
VLMCLL
140
422
0
25 Jan 2021
Challenges in Deploying Machine Learning: a Survey of Case Studies
Challenges in Deploying Machine Learning: a Survey of Case Studies
Andrei Paleyes
Raoul-Gabriel Urma
Neil D. Lawrence
71
409
0
18 Nov 2020
Meta-Consolidation for Continual Learning
Meta-Consolidation for Continual Learning
K. J. Joseph
V. Balasubramanian
CLL
99
56
0
01 Oct 2020
Monitoring and explainability of models in production
Monitoring and explainability of models in production
Janis Klaise
A. V. Looveren
Clive Cox
G. Vacanti
Alexandru Coca
116
49
0
13 Jul 2020
Optimal Continual Learning has Perfect Memory and is NP-hard
Optimal Continual Learning has Perfect Memory and is NP-hard
Jeremias Knoblauch
Hisham Husain
Tom Diethe
CLL
140
105
0
09 Jun 2020
Efficient Architecture Search for Continual Learning
Efficient Architecture Search for Continual Learning
Qiang Gao
Zhipeng Luo
Diego Klabjan
CLL
93
49
0
07 Jun 2020
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