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cs.LG2024
SmartQuant: CXL-based AI Model Store in Support of Runtime Configurable Weight Quantization
Rui Xie, Asad Ul Haq, Linsen Ma +5
Recent studies have revealed that, during the inference on generative AI models such as transformer, the importance of different weights exhibits substantial context-dependent vari…
cs.LG2024★ 1 cited
Enhance DNN Adversarial Robustness and Efficiency via Injecting Noise to Non-Essential Neurons
Zhenyu Liu, Garrett Gagnon, Swagath Venkataramani +1
Deep Neural Networks (DNNs) have revolutionized a wide range of industries, from healthcare and finance to automotive, by offering unparalleled capabilities in data analysis and de…