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Ghada Sokar
ORCID
Publication Activity (10 Years)
Years Active: 2019-2024
Publications (10 Years): 25
Top Topics
Feature Selection
Personal Knowledge Management
Reinforcement Learning
Avoid Overfitting
Top Venues
CoRR
AAMAS
ECML/PKDD (3)
IJCAI
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Publications
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Johan S. Obando-Ceron
,
Ghada Sokar
,
Timon Willi
,
Clare Lyle
,
Jesse Farebrother
,
Jakob N. Foerster
,
Gintare Karolina Dziugaite
,
Doina Precup
,
Pablo Samuel Castro
Mixtures of Experts Unlock Parameter Scaling for Deep RL.
CoRR
(2024)
Ghada Sokar
,
Rishabh Agarwal
,
Pablo Samuel Castro
,
Utku Evci
The Dormant Neuron Phenomenon in Deep Reinforcement Learning.
CoRR
(2023)
Murat Onur Yildirim
,
Elif Ceren Gok Yildirim
,
Ghada Sokar
,
Decebal Constantin Mocanu
,
Joaquin Vanschoren
Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates.
CoRR
(2023)
Bram Grooten
,
Ghada Sokar
,
Shibhansh Dohare
,
Elena Mocanu
,
Matthew E. Taylor
,
Mykola Pechenizkiy
,
Decebal Constantin Mocanu
Automatic Noise Filtering with Dynamic Sparse Training in Deep Reinforcement Learning.
CoRR
(2023)
Ghada Sokar
,
Rishabh Agarwal
,
Pablo Samuel Castro
,
Utku Evci
The Dormant Neuron Phenomenon in Deep Reinforcement Learning.
ICML
(2023)
Bram Grooten
,
Ghada Sokar
,
Shibhansh Dohare
,
Elena Mocanu
,
Matthew E. Taylor
,
Mykola Pechenizkiy
,
Decebal Constantin Mocanu
Automatic Noise Filtering with Dynamic Sparse Training in Deep Reinforcement Learning.
AAMAS
(2023)
Zahra Atashgahi
,
Ghada Sokar
,
Tim van der Lee
,
Elena Mocanu
,
Decebal Constantin Mocanu
,
Raymond N. J. Veldhuis
,
Mykola Pechenizkiy
Quick and robust feature selection: the strength of energy-efficient sparse training for autoencoders.
Mach. Learn.
111 (1) (2022)
Shiwei Liu
,
Tianlong Chen
,
Zahra Atashgahi
,
Xiaohan Chen
,
Ghada Sokar
,
Elena Mocanu
,
Mykola Pechenizkiy
,
Zhangyang Wang
,
Decebal Constantin Mocanu
Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity.
ICLR
(2022)
Ghada Sokar
,
Zahra Atashgahi
,
Mykola Pechenizkiy
,
Decebal Constantin Mocanu
Where to Pay Attention in Sparse Training for Feature Selection?
NeurIPS
(2022)
Ghada Sokar
,
Zahra Atashgahi
,
Mykola Pechenizkiy
,
Decebal Constantin Mocanu
Where to Pay Attention in Sparse Training for Feature Selection?
CoRR
(2022)
Ghada Sokar
,
Elena Mocanu
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
,
Peter Stone
Dynamic Sparse Training for Deep Reinforcement Learning.
IJCAI
(2022)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks.
ECML/PKDD (3)
(2022)
Shiwei Liu
,
Tianlong Chen
,
Zahra Atashgahi
,
Xiaohan Chen
,
Ghada Sokar
,
Elena Mocanu
,
Mykola Pechenizkiy
,
Zhangyang Wang
,
Decebal Constantin Mocanu
FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity.
CoRR
(2021)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
Self-Attention Meta-Learner for Continual Learning.
AAMAS
(2021)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
Addressing the Stability-Plasticity Dilemma via Knowledge-Aware Continual Learning.
CoRR
(2021)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
Self-Attention Meta-Learner for Continual Learning.
CoRR
(2021)
Ghada Sokar
,
Elena Mocanu
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
,
Peter Stone
Dynamic Sparse Training for Deep Reinforcement Learning.
CoRR
(2021)
Ghada Sokar
Continual Lifelong Learning for Intelligent Agents.
IJCAI
(2021)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
SpaceNet: Make Free Space for Continual Learning.
Neurocomputing
439 (2021)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
Learning Invariant Representation for Continual Learning.
CoRR
(2021)
Zahra Atashgahi
,
Ghada Sokar
,
Tim van der Lee
,
Elena Mocanu
,
Decebal Constantin Mocanu
,
Raymond N. J. Veldhuis
,
Mykola Pechenizkiy
Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders.
CoRR
(2020)
Ghada Sokar
,
Decebal Constantin Mocanu
,
Mykola Pechenizkiy
SpaceNet: Make Free Space For Continual Learning.
CoRR
(2020)
Shiwei Liu
,
Tim van der Lee
,
Anil Yaman
,
Zahra Atashgahi
,
Davide Ferraro
,
Ghada Sokar
,
Mykola Pechenizkiy
,
Decebal Constantin Mocanu
Topological Insights in Sparse Neural Networks.
CoRR
(2020)
Shiwei Liu
,
Tim van der Lee
,
Anil Yaman
,
Zahra Atashgahi
,
Davide Ferraro
,
Ghada Sokar
,
Mykola Pechenizkiy
,
Decebal Constantin Mocanu
Topological Insights into Sparse Neural Networks.
ECML/PKDD (3)
(2020)
Ghada Sokar
,
Yassien Zakaria
,
Asmaa Rabie
,
Kareem Madkour
,
Ira Leventhal
,
Jochen Rivoir
,
Xinli Gu
,
Haralampos-G. D. Stratigopoulos
IP Session on Machine Learning Applications in IC Test-Related Tasks.
VTS
(2019)