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Tianren Gao

2 accepted papers

2022

Data Efficient Language-Supervised Zero-Shot Recognition with Optimal Transport Distillation

ICLR 2022poster

Traditional computer vision models are trained to predict a fixed set of predefined categories. Recently, natural language has been shown to be a broader and richer source of supervision that provides finer descriptions to visual concepts than supervised "gold" labels. Previous works, such as CLIP,…

2022

Integer-Only Zero-Shot Quantization for Efficient Speech Recognition

ICASSP 2022accepted

End-to-end neural network models achieve improved performance on various automatic speech recognition (ASR) tasks. However, these models perform poorly on edge hardware due to large memory and computation requirements. While quantizing model weights and/or activations to low-precision can be a promi…

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