HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks. - Jinqi Xiao; Chengming Zhang 006; Yu Gong; Miao Yin; Yang Sui; Lizhi Xiang; Dingwen Tao; Bo Yuan 001 (AAAI, 2023)

COMCAT: Towards Efficient Compression and Customization of Attention-Based Vision Models. - Jinqi Xiao; Miao Yin; Yu Gong; Xiao Zang; Jian Ren 005; Bo Yuan 001 (ICML, 2023)

ETTE: Efficient Tensor-Train-based Computing Engine for Deep Neural Networks. - Yu Gong; Miao Yin; Lingyi Huang; Jinqi Xiao; Yang Sui; Chunhua Deng; Bo Yuan 001 (ISCA, 2023)

GraphMP: Graph Neural Network-based Motion Planning with Efficient Graph Search. - Xiao Zang; Miao Yin; Jinqi Xiao; Saman A. Zonouz; Bo Yuan 001 (NeurIPS, 2023)

Clean and Compact: Efficient Data-Free Backdoor Defense with Model Compactness. - Huy Phan; Jinqi Xiao; Yang Sui; Tianfang Zhang; Zijie Tang; Cong Shi 004; Yan Wang 003; Yingying Chen 001; Bo Yuan 001 (ECCV (60), 2024)

MoE-I²: Compressing Mixture of Experts Models through Inter-Expert Pruning and Intra-Expert Low-Rank Decomposition. - Cheng Yang 013; Yang Sui; Jinqi Xiao; Lingyi Huang; Yu Gong; Yuanlin Duan; Wenqi Jia 003; Miao Yin; Yu Cheng; Bo Yuan 001 (EMNLP (Findings), 2024)

ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks. - Yang Sui; Miao Yin; Yu Gong; Jinqi Xiao; Huy Phan; Bo Yuan 001 (CoRR, 2024)

MoE-I2: Compressing Mixture of Experts Models through Inter-Expert Pruning and Intra-Expert Low-Rank Decomposition. - Cheng Yang 013; Yang Sui; Jinqi Xiao; Lingyi Huang; Yu Gong; Yuanlin Duan; Wenqi Jia 003; Miao Yin; Yu Cheng; Bo Yuan 001 (CoRR, 2024)

COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection. - Jinqi Xiao; Shen Sang; Tiancheng Zhi; Jing Liu; Qing Yan; Linjie Luo; Bo Yuan 001 (CoRR, 2024)

COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection. - Jinqi Xiao; Shen Sang; Tiancheng Zhi; Jing Liu; Qing Yan; Linjie Luo; Bo Yuan (CVPR, 2025)

TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model. - Cheng Yang 013; Yang Sui; Jinqi Xiao; Lingyi Huang; Yu Gong; Chendi Li; Jinghua Yan; Yu Bai 009; Ponnuswamy Sadayappan; Xia Hu 001; Bo Yuan 001 (CVPR, 2025)

DisDet: Exploring Detectability of Backdoor Attack on Diffusion Models. - Yang Sui; Huy Phan; Jinqi Xiao; Tianfang Zhang; Zijie Tang; Cong Shi 004; Yan Wang 003; Yingying Chen 001; Bo Yuan 001 (Trans. Mach. Learn. Res., 2025)

HeadInfer: Memory-Efficient LLM Inference by Head-wise Offloading. - Cheng Luo; Zefan Cai; Hanshi Sun; Jinqi Xiao; Bo Yuan 001; Wen Xiao; Junjie Hu; Jiawei Zhao; Beidi Chen; Anima Anandkumar (CoRR, 2025)