Publications

• Journal papers

1. Ming-Hsun Yang and Liang-Chi Huang, “Enhancing 1-bit compressive sensing with support estimation in noisy wireless sensor networks,” IEEE Transactions on Signal Processing, vol. 73, pp. 2660-2675, 2025.

2. Jwo-Yuh Wu, Liang-Chi Huang, Wen-Hsuan Li, Chun-Hung Liu, and Rung-Hung Gau, “Greedier is better: Selecting multiple neighbors per iteration for sparse subspace clustering,” Transactions on Machine Learning Research, Oct. 2023.  

3. Jwo-Yuh Wu, Liang-Chi Huang, Ming-Hsun Yang, and Chun-Hung Liu, “Sparse subspace clustering via two-step reweighted L1-minimization: algorithm and provable neighbor recovery rates,” IEEE Transactions on Information Theory, vol. 67, no. 2, pp. 1216-1263, Feb. 2021.

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4. Liang-Chi Huang, Y.-W. Peter Hong, and Jwo-Yuh Wu, “Efficient and Robust Over-the-Air Federated Learning Under Byzantine Attacks,” submitted to IEEE Transactions on Information Theory, 2026.

5. Liang-Chi Huang, Chung-En Kuo, Ming-Hsun Yang, Chun-Hung Liu, and Jwo-Yuh Wu, “One-bit Compressed Sensing Under Sign Flips: Pursuing Sparsity without Prior Information,” submitted to IEEE Transactions on Information Theory, 2026.

• Conference papers/workshop papers and posters

1. Ming-Hsun Yang and Liang-Chi Huang, “Knowledge-enhanced 1-bit compressive sensing in noisy wireless sensor networks,” IEEE Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC), Surrey, UK, July, 2025.

2. Liang-Chi Huang, Y.-W. Peter Hong, Jwo-Yuh Wu, “Distributed subspace clustering by k-means subspace fusion,” IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), Oregon, USA, July 2024.

3. Jwo-Yuh Wu, Liang-Chi Huang, and Wei-Cheng Kao, “Fast distributed collaborative sparse subspace clustering,” poster presented at the IEEE International Symposium on Information Theory (ISIT), Taipei, Taiwan, Jun. 2023.

4. Jwo-Yuh Wu, Liang-Chi Huang, Wen-Hsuan Li, Hau-Hsiang Chan, Chun-Hung Liu, and Rung-Hung Gau, “Sparse subspace clustering with linear subspace neighborhood preserving data embedding,” IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), Hangzhou, China, 2020.

5. Jwo-Yuh Wu, Wen-Hsuan Li, Liang-Chi Huang, Yen-Ping Lin, Chun-Hung Liu, and Rung-Hung Gau, “Deterministic coherence-based performance guarantees for noisy sparse subspace clustering using greedy neighbor selection,” IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM), Hangzhou, China, 2020.

6. Jwo-Yuh Wu, Liang-Chi Huang, Ming-Hsun Yang, Ling-Hua Chang, and Chun-Hung Liu, “Sparse subspace clustering with sequentially ordered and weighted L1-Minimization,” IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, 2019.

7. Jwo-Yuh Wu, Liang-Chi Huang, Ming-Hsun Yang, Ling-Hua Chang, and Chun-Hung Liu, “Enhanced noisy sparse subspace clustering via reweighted L1-minimization,” IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Aalborg, Denmark, Sept. 2018.