Liao, Siyu

13 publications

IJCAI 2025 Block Circulant Adapter for Large Language Models Xinyu Ding, Meiqi Wang, Siyu Liao, Zhongfeng Wang

NeurIPS 2025 CDFlow: Building Invertible Layers with Circulant and Diagonal Matrices Xuchen Feng, Siyu Liao

NeurIPS 2025 Memory-Efficient Training with In-Place FFT Implementation Xinyu Ding, Bangtian Liu, Siyu Liao, Zhongfeng Wang

IJCAI 2025 Parameter-Efficient Fine-Tuning with Circulant and Diagonal Vectors Xinyu Ding, Lexuan Chen, Siyu Liao, Zhongfeng Wang

AAAI 2022 BATUDE: Budget-Aware Neural Network Compression Based on Tucker Decomposition Miao Yin, Huy Phan, Xiao Zang, Siyu Liao, Bo Yuan

AAAI 2021 Doubly Residual Neural Decoder: Towards Low-Complexity High-Performance Channel Decoding Siyu Liao, Chunhua Deng, Miao Yin, Bo Yuan

CVPR 2021 Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework Miao Yin, Yang Sui, Siyu Liao, Bo Yuan

CVPR 2021 Towards Extremely Compact RNNs for Video Recognition with Fully Decomposed Hierarchical Tucker Structure Miao Yin, Siyu Liao, Xiao-Yang Liu, Xiaodong Wang, Bo Yuan

AAAI 2020 CAG: A Real-Time Low-Cost Enhanced-Robustness High-Transferability Content-Aware Adversarial Attack Generator Huy Phan, Yi Xie, Siyu Liao, Jie Chen, Bo Yuan

AAAI 2020 Embedding Compression with Isotropic Iterative Quantization Siyu Liao, Jie Chen, Yanzhi Wang, Qinru Qiu, Bo Yuan

AAAI 2019 CircConv: A Structured Convolution with Low Complexity Siyu Liao, Bo Yuan

AAAI 2018 Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework Yanzhi Wang, Caiwen Ding, Zhe Li, Geng Yuan, Siyu Liao, Xiaolong Ma, Bo Yuan, Xuehai Qian, Jian Tang, Qinru Qiu, Xue Lin

ICML 2017 Theoretical Properties for Neural Networks with Weight Matrices of Low Displacement Rank Liang Zhao, Siyu Liao, Yanzhi Wang, Zhe Li, Jian Tang, Bo Yuan