3 papers
cs.DC2026
Efficient and Portable Support for Overdecomposition on Distributed Memory GPGPU Platforms
Aditya Bhosale, Anant Jain, Shourya Goel +3
Overdecomposition has emerged as a powerful and sometimes essential technique in parallel programming. Many application domains or frameworks, including those based on adaptive mes…
cs.LG2025
Secure Generalization through Stochastic Bidirectional Parameter Updates Using Dual-Gradient Mechanism
Shourya Goel, Himanshi Tibrewal, Anant Jain +2
Federated learning (FL) has gained increasing attention due to privacy-preserving collaborative training on decentralized clients, mitigating the need to upload sensitive data to a…
cs.LG2025
Pruning as a Defense: Reducing Memorization in Large Language Models
Mansi Gupta, Nikhar Waghela, Sarthak Gupta +2
Large language models have been shown to memorize significant portions of their training data, which they can reproduce when appropriately prompted. This work investigates the impa…