Search Results for author:
Found 4 papers, 2 papers with code
Don't Stop Self-Supervision: Accent Adaptation of Speech Representations via Residual Adapters
Speech representations learned in a self-supervised fashion from massive unlabeled speech corpora have been adapted successfully toward several downstream tasks.
Automatic Speech Recognition
Automatic Speech Recognition (ASR)
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Enhance Diffusion to Improve Robust Generalization
We approximate the dynamic of PGD-AT by a continuous-time Stochastic Differential Equation (SDE), and show that the diffusion term of this SDE determines the robust generalization.
Understanding and Enhancing Robustness of Concept-based Models
Subsequently, we propose a potential general adversarial training-based defense mechanism to increase robustness of these systems to the proposed malicious attacks.
Perturbing Inputs for Fragile Interpretations in Deep Natural Language Processing
Via a small portion of word-level swaps, these adversarial perturbations aim to make the resulting text semantically and spatially similar to its seed input (therefore sharing similar interpretations).
