Nicgslowdown: Evaluating the efficiency robustness of neural image caption generation models

S Chen, Z Song, M Haque, C Liu… - Proceedings of the …, 2022 - openaccess.thecvf.com
Neural image caption generation (NICG) models have received massive attention from the
research community due to their excellent performance in visual understanding. Existing …

Nmtsloth: understanding and testing efficiency degradation of neural machine translation systems

S Chen, C Liu, M Haque, Z Song, W Yang - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Neural Machine Translation (NMT) systems have received much recent attention due to their
human-level accuracy. While existing works mostly focus on either improving accuracy or …

Slothspeech: Denial-of-service attack against speech recognition models

M Haque, R Shah, S Chen, B Şişman, C Liu… - arXiv preprint arXiv …, 2023 - arxiv.org
Deep Learning (DL) models have been popular nowadays to execute different speech-
related tasks, including automatic speech recognition (ASR). As ASR is being used in …