Publications by Pranshu Malviya
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Pranshu Malviya
Research Areas: Lifelong Learning, Causal Inference, Optimization
Activity
- PhD Student: Jan 2022 - now
- Master's Student: Jan 2021 - Dec 2021
Master's thesis
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TAG: Task-based Accumulated Gradients for Lifelong learning
by Pranshu Malviya, with Balaraman Ravindran and Sarath Chandar as supervisors.
Indian Institute of Technology, Madras, January 2022.
[thesis]
Preprints
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Lookbehind Optimizer: k steps back, 1 step forward
Gonçalo Mordido, Pranshu Malviya, Aristide Baratin, and Sarath Chandar
In ArXiv, 2023.
#DL
[arXiv] -
Promoting Exploration in Memory-Augmented Adam using Critical Momenta
Pranshu Malviya, Gonçalo Mordido, Aristide Baratin, Reza Babanezhad Harikandeh, Jerry Huang, Simon Lacoste-Julien, Razvan Pascanu, and Sarath Chandar
In ArXiv, 2023.
#DL
[arXiv] -
An Introduction to Lifelong Supervised Learning
Shagun Sodhani, Mojtaba Farmazi, Sanket Vaibhav Mehta, Pranshu Malviya, Mohamed Abdelsalam, Janarthanan Rajendran, and Sarath Chandar
In ArXiv, 2022.
#DL
[arXiv]
Conference and Journal Papers
2022
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TAG: Task-based Accumulated Gradients for Lifelong learning
Pranshu Malviya, Balaraman Ravindran, and Sarath Chandar
Conference on Lifelong Learning Agents (CoLLAs), 2022.
[Workshop on Theory and Foundation of Continual Learning, ICML, 2021]
#DL
[arXiv], [code]