Papers by Durga Sivasubramanian
Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training (2022.findings-emnlp)
Copied to clipboard
| Challenge: | Existing DSS algorithms for RNN-T have a high cost and performance degradation. |
| Approach: | They propose a distributable DSS algorithm for RNN-T that can be used to train a subset of training data. |
| Outcome: | The proposed algorithm achieves between 3x to 6x speedup with only a small accuracy degradation even in settings where the training data is corrupted with noise. |