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cs.LG2025
Heterogeneous Self-Supervised Acoustic Pre-Training with Local Constraints
Xiaodong Cui, A F M Saif, Brian Kingsbury +1
Self-supervised pre-training using unlabeled data is widely used in automatic speech recognition. In this paper, we propose a new self-supervised pre-training approach to dealing w…
cs.LG2023
Soft Random Sampling: A Theoretical and Empirical Analysis
Xiaodong Cui, Ashish Mittal, Songtao Lu +3
Soft random sampling (SRS) is a simple yet effective approach for efficient training of large-scale deep neural networks when dealing with massive data. SRS selects a subset unifor…