Sokar, Ghada

13 publications

ICLR 2025 Don't Flatten, Tokenize! Unlocking the Key to SoftMoE's Efficacy in Deep RL Ghada Sokar, Johan Samir Obando Ceron, Aaron Courville, Hugo Larochelle, Pablo Samuel Castro

NeurIPS 2025 Mind the GAP! the Challenges of Scale in Pixel-Based Deep Reinforcement Learning Ghada Sokar, Pablo Samuel Castro

CPAL 2024 Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates Murat Onur Yildirim, Elif Ceren Gok, Ghada Sokar, Decebal Constantin Mocanu, Joaquin Vanschoren

ICML 2024 Mixtures of Experts Unlock Parameter Scaling for Deep RL Johan Samir Obando Ceron, Ghada Sokar, Timon Willi, Clare Lyle, Jesse Farebrother, Jakob Nicolaus Foerster, Gintare Karolina Dziugaite, Doina Precup, Pablo Samuel Castro

AISTATS 2024 Supervised Feature Selection via Ensemble Gradient Information from Sparse Neural Networks Kaiting Liu, Zahra Atashgahi, Ghada Sokar, Mykola Pechenizkiy, Decebal Constantin Mocanu

ICML 2023 The Dormant Neuron Phenomenon in Deep Reinforcement Learning Ghada Sokar, Rishabh Agarwal, Pablo Samuel Castro, Utku Evci

ECML-PKDD 2022 Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Ghada Sokar, Decebal Constantin Mocanu, Mykola Pechenizkiy

ICLR 2022 Deep Ensembling with No Overhead for Either Training or Testing: The All-Round Blessings of Dynamic Sparsity Shiwei Liu, Tianlong Chen, Zahra Atashgahi, Xiaohan Chen, Ghada Sokar, Elena Mocanu, Mykola Pechenizkiy, Zhangyang Wang, Decebal Constantin Mocanu

IJCAI 2022 Dynamic Sparse Training for Deep Reinforcement Learning Ghada Sokar, Elena Mocanu, Decebal Constantin Mocanu, Mykola Pechenizkiy, Peter Stone

MLJ 2022 Quick and Robust Feature Selection: The Strength of Energy-Efficient Sparse Training for Autoencoders Zahra Atashgahi, Ghada Sokar, Tim van der Lee, Elena Mocanu, Decebal Constantin Mocanu, Raymond N. J. Veldhuis, Mykola Pechenizkiy

NeurIPS 2022 Where to Pay Attention in Sparse Training for Feature Selection? Ghada Sokar, Zahra Atashgahi, Mykola Pechenizkiy, Decebal Constantin Mocanu

IJCAI 2021 Continual Lifelong Learning for Intelligent Agents Ghada Sokar

ECML-PKDD 2020 Topological Insights into Sparse Neural Networks Shiwei Liu, Tim van der Lee, Anil Yaman, Zahra Atashgahi, Davide Ferraro, Ghada Sokar, Mykola Pechenizkiy, Decebal Constantin Mocanu