Publications

Tianshi Xu, Shuzhang Zhong, Wenxuan Zeng, Runsheng Wang, Meng Li (2024). PrivQuant: Communication-Efficient Private Inference with Quantized Network/Protocol Co-Optimization. ICCAD 2024.

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Chenqi Lin, Tianshi Xu, Zebin Yang, Runsheng Wang, Ru Huang, Meng Li (2024). FastQuery: Communication-efficient Embedding Table Query for Private LLM Inference. DAC 2024.

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Tianshi Xu, Lemeng Wu, Runsheng Wang, Meng Li (2024). PrivCirNet: Efficient Private Inference via Block Circulant Transformation. NeurIPS 2024.

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Tianshi Xu, Meng Li, Runsheng Wang (2024). HEQuant: Marrying Homomorphic Encryption and Quantization for Communication-Efficient Private Inference.

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Tianshi Xu, Meng Li, Runsheng Wang, Ru Huang (2023). Falcon: Accelerating Homomorphically Encrypted Convolutions for Efficient Private Mobile Network Inference. ICCAD 2023.

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