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05/04/2023
CAMEL: Co-Designing AI Models and Embedded DRAMs for Efficient On-Device Learning
The emergence of the Internet of Things (IoT) has resulted in a remarkab...
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03/01/2022
Specialized Accelerators and Compiler Flows: Replacing Accelerator APIs with a Formal Software/Hardware Interface
Specialized accelerators are increasingly used to meet the power-perform...
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05/03/2021
Quantifying and Maximizing the Benefits of Back-End Noise Adaption on Attention-Based Speech Recognition Models
This work analyzes how attention-based Bidirectional Long Short-Term Mem...
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11/28/2020
EdgeBERT: Sentence-Level Energy Optimizations for Latency-Aware Multi-Task NLP Inference
Transformer-based language models such as BERT provide significant accur...
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09/29/2019