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Shahriar Rifat

2 accepted papers

2025

On the Adversarial Vulnerability of Label-Free Test-Time Adaptation

ICLR 2025poster

Despite the success of Test-time adaptation (TTA), recent work has shown that adding relatively small adversarial perturbations to a limited number of samples leads to significant performance degradation. Therefore, it is crucial to rigorously evaluate existing TTA algorithms against relevant threat…

Cited by 0SourcePDFScholar
2024

Resilience of Entropy Model in Distributed Neural Networks

ECCV 2024poster

"Distributed have emerged as a key technique to reduce communication overhead without sacrificing performance in edge computing systems. Recently, entropy coding has been introduced to further reduce the communication overhead. The key idea is to train the distributed jointly with an entropy model,…