Publications by Pranshu Malviya

Pranshu Malviya

Research Areas: Lifelong Learning, Causal Inference, Optimization

Activity

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]

Torque-Aware Momentum
Pranshu Malviya, Gonçalo Mordido, Aristide Baratin, Reza Babanezhad Harikandeh, Gintare Karolina Dziugaite, Razvan Pascanu, and Sarath Chandar
In ArXiv, 2024.
#DL
[arXiv]
Feature diversity in self-supervised learning
Pranshu Malviya* and Arjun Vaithilingam Sudhakar*
Conference on Lifelong Learning Agents (CoLLAs) Workshop Track, 2022.
#DL
[arXiv]
An Introduction to Lifelong Supervised Learning
Shagun Sodhani, Mojtaba Faramazi, Sanket Vaibhav Mehta, Pranshu Malviya, Mohamed Abdelsalam, Janarthanan Rajendran, and Sarath Chandar
In ArXiv, 2022.
#DL
[arXiv]

Manifold Metric: A Loss Landscape Approach for Predicting Model Performance
Pranshu Malviya, Jerry Huang, Ariside Baratin, Quentin Fournier, and Sarath Chandar
Conference on Lifelong Learning Agents (CoLLAs), 2025.
#DL
[arXiv]

Lookbehind-SAM: k steps back, 1 step forward
Gonçalo Mordido, Pranshu Malviya, Aristide Baratin, and Sarath Chandar
International Conference on Machine Learning (ICML), 2024.
#DL
[pmlr], [arXiv], [code], [YouTube]
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
Transactions on Machine Learning Research (TMLR), 2024.
#DL
[openreview], [arXiv]

TAG: Task-based Accumulated Gradients for Lifelong Learning
Pranshu Malviya, Balaraman Ravindran, and Sarath Chandar
Conference on Lifelong Learning Agents (CoLLAs), 2022.
[Theory and Foundation of Continual Learning @ ICML, 2021]
#DL
[pmlr], [arXiv], [code]