| 2026 | ISIT | Robust Spectral Recovery for Dynamical Sampling. | HanQin Cai, Longxiu Huang, Tianming Wang, Juntao You |
| 2025 | ICTAI | Exploiting Low-Rank Structures in Neural Networks with Iterative CUR Approximations. | Zixiong Gao, Longxiu Huang, Bowen Su, Tao Wang, Xu Zhang, Yusi Zhang |
| 2025 | ISIT | Property Inheritance for Subtensors in Tensor Train Decompositions. | HanQin Cai, Longxiu Huang |
| 2024 | ACSSC | Three-Dimensional Signal Processing: A New Approach in Dynamical Sampling Via Tensor Products. | Yisen Wang, HanQin Cal, Longxiu Huang |
| 2024 | CISS | On the Robustness of Cross-Concentrated Sampling for Matrix Completion. | HanQin Cai, Longxiu Huang, Chandra Kundu, Bowen Su |
| 2024 | ICML | Symmetric Matrix Completion with ReLU Sampling. | Huikang Liu, Peng Wang, Longxiu Huang, Qing Qu, Laura Balzano |
| 2023 | ICASSP | Non-Convex Approaches for Low-Rank Tensor Completion under Tubal Sampling. | Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou |
| 2023 | ICASSP | Space-Time Variable Density Samplings for Sparse Bandlimited Graph Signals Driven by Diffusion Operators. | Qing Yao, Longxiu Huang, Sui Tang |
| 2023 | IGARSS | Hyperspectral Band Selection Based on Matrix CUR Decomposition. | Katherine Henneberger, Longxiu Huang, Jing Qin |
| 2020 | EMNLP | COVID-19 Literature Topic-Based Search via Hierarchical NMF. | Rachel Grotheer, Longxiu Huang, Yihuan Huang, Alona Kryshchenko, Oleksandr Kryshchenko, Pengyu Li, Xia Li, Elizaveta Rebrova, Kyung Ha, Deanna Needell |
| 2020 | ITA | Tensor Completion through Total Variation with Initialization from Weighted HOSVD. | Zehan Chao, Longxiu Huang, Deanna Needell |