Search Results for author: Chuangtao Chen

Found 4 papers, 1 papers with code

LiveMind: Low-latency Large Language Models with Simultaneous Inference

1 code implementation20 Jun 2024 Chuangtao Chen, Grace Li Zhang, Xunzhao Yin, Cheng Zhuo, Ulf Schlichtmann, Bing Li

By employing an large LLM for inference and a small LLM for output, we achieve an average 37% reduction in response latency, alongside a 4. 30% improvement in accuracy on the MMLU-Pro dataset compared with the baseline.

Collaborative Inference Language Modeling +3

Quantum Mixed-State Self-Attention Network

no code implementations5 Mar 2024 Fu Chen, Qinglin Zhao, Li Feng, Chuangtao Chen, Yangbin Lin, Jianhong Lin

This paper introduces a novel Quantum Mixed-State Self-Attention Network (QMSAN) for natural language processing tasks.

Quantum Machine Learning text-classification +1

Quantum Generative Diffusion Model: A Fully Quantum-Mechanical Model for Generating Quantum State Ensemble

no code implementations13 Jan 2024 Chuangtao Chen, Qinglin Zhao, Mengchu Zhou, Zhimin He, Zhili Sun, Haozhen Situ

We introduce partial trace operations to enforce non-unitary and reduce the number of trainable parameters by using a parameter-sharing strategy and incorporating temporal information as an input in the backward process.

Denoising Generative Adversarial Network +1

Computational and Storage Efficient Quadratic Neurons for Deep Neural Networks

no code implementations10 Jun 2023 Chuangtao Chen, Grace Li Zhang, Xunzhao Yin, Cheng Zhuo, Ulf Schlichtmann, Bing Li

Deep neural networks (DNNs) have been widely deployed across diverse domains such as computer vision and natural language processing.

Image Classification Semantic Segmentation

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