37 citations · 67 across the 16 of their papers we have counts for
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cs.CL2023★ 37 cited
A Survey on Model Compression for Large Language Models
Xunyu Zhu, Jian Li, Yong Liu +2
Large Language Models (LLMs) have transformed natural language processing tasks successfully. Yet, their large size and high computational needs pose challenges for practical use,…
cs.LG2023★ 1 cited
Robust Neural Architecture Search
Xunyu Zhu, Jian Li, Yong Liu +1
Neural Architectures Search (NAS) becomes more and more popular over these years. However, NAS-generated models tends to suffer greater vulnerability to various malicious attacks.…
cs.CV2023
Improving Differentiable Architecture Search via Self-Distillation
Xunyu Zhu, Jian Li, Yong Liu +1
Differentiable Architecture Search (DARTS) is a simple yet efficient Neural Architecture Search (NAS) method. During the search stage, DARTS trains a supernet by jointly optimizing…