3 papers
cs.LG2025
Feature Space Perturbation: A Panacea to Enhanced Transferability Estimation
Prafful Kumar Khoba, Zijian Wang, Chetan Arora +1
Leveraging a transferability estimation metric facilitates the non-trivial challenge of selecting the optimal model for the downstream task from a pool of pre-trained models. Most…
cs.SE2024
Enhancing Large Language Models for Text-to-Testcase Generation
Saranya Alagarsamy, Chakkrit Tantithamthavorn, Wannita Takerngsaksiri +2
Context: Test-driven development (TDD) is a widely employed software development practice that involves developing test cases based on requirements prior to writing the code. Altho…
cs.LG2023
Army of Thieves: Enhancing Black-Box Model Extraction via Ensemble based sample selection
Akshit Jindal, Vikram Goyal, Saket Anand +1
Machine Learning (ML) models become vulnerable to Model Stealing Attacks (MSA) when they are deployed as a service. In such attacks, the deployed model is queried repeatedly to bui…