This page only contains a selected collection of publications, organized by general topics. Most of these are journal papers. Only a few conference papers are included, in most cases because there is no more complete form of the result available.
Github & Wiki Pages
We maintain a Github page for some of the relavent discussions. There are some older versions written in Wiki-style. These are discussions, pictures, demos, and codes for some ideas that I think are interesting, but not suitable for publications, or are supplimentary materials for publications. You may find them here.
Local Geometric Analysis and Feature Selection
- Xiangxiang Xu and Lizhong Zheng, "Neural Feature Learning in Function Space", Journal of Machine Learning Research (JMLR), 25(142), 2024
- J Jon Ryu, Xiangxiang Xu, HS Erol, Yuheng Bu, Lizhong Zheng, Gregory W Wornell, "Operator SVD with Neural Networks via Nested Low-Rank Approximation", ICML, 2024
- Shao-Lun Huang, Anuran Makur, Gregory W. Wornell and Lizhong Zheng (2024), "Universal Features for High-Dimensional Learning and Inference", Foundations and Trends® in Communications and Information Theory: Vol. 21: No. 1-2, pp 1-299.
- Xiangxiang Xu, Lizhong Zheng: Sequential Dependence Decomposition and Feature Learning, Allerton Conference, 2023
- Xiangxiang Xu, Lizhong Zheng, Ishank Agrawal: Nerual Feature Learning for Engineering Problems, Allerton Conference, 2023
- Xiangxiang Xu, Lizhong Zheng: Kernel Subspace and Feature Extraction, IEEE International Symposium on Information Theory (ISIT), 2023
- Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng: An Information Theoretic Approach to Unsupervised Feature Selection for High Dimensional Data, IEEE Journal on Selected Areas in Information Theory (JSAIT), Vol. 1, pp157-166, 2020. With an appendix available here.
- Anuran Makur, Gregory W. Wornell: On Estimation of Modal Decomposition, IEEE International Symposium on Information Theory (ISIT), 2020
- Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell: A Local Characterization for Wyner Common Information, IEEE International Symposium on Information Theory (ISIT), 2020
- Shao-Lun Huang, Anuran Makur, Gregory W. Wornell, Lizhong Zheng: On Universal Features for High-Dimensional Learning and Inference, submitted to IEEE Transactions on Information Theory, November, 2019
- Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell: An Information Theoretic Interpretation to Deep Neural Networks. IEEE International Symposium on Information Theory (ISIT), 2019
- Hye Won Chung, Brian M. Sadler, Lizhong Zheng, Alfred O. Hero III: Unequal Error Protection Querying Policies for the Noisy 20 Questions Problem. IEEE Trans. Information Theory 64(2): 1105-1131 (2018)
- Anuran Makur, Lizhong Zheng: Polynomial Singular Value Decompositions of a Family of Source-Channel Models. IEEE Trans. Information Theory 63(12): 7716-7728 (2017)
- Shao-Lun Huang, Lin Zhang, Lizhong Zheng: An information-theoretic approach to unsupervised feature selection for high-dimensional data. ITW 2017: 434-438
- Kwang-Cheng Chen, Shao-Lun Huang, Lizhong Zheng, H. Vincent Poor: Communication Theoretic Data Analytics. IEEE Journal on Selected Areas in Communications 33(4): 663-675 (2015)
- Emmanuel Abbe, Lizhong Zheng: A Coordinate System for Gaussian Networks. IEEE Trans. Information Theory 58(2): 721-733 (2012)
- Emmanuel Abbe, Lizhong Zheng: Linear Universal Decoding for Compound Channels. IEEE Trans. Information Theory 56(12): 5999-6013 (2010)
Reservoir Computing and Applications (collaboration with Lingjia Liu's Group)
- Shashank Jere, Lizhong Zheng, Karim Said, Lingjia Liu, "Universal Approximation of Linear Time-Invariant (LTI) Systems through RNNs: Power of Randomness in Reservoir Computing", IEEE Journal of Selected Topics in Signal Processing, April, 2024
- Shashank Jere, Rami Safavinejad, Lizhong Zheng and Lingjia Liu, "Channel Equalization Through Reservoir Computing: A Theoretical Perspective," in IEEE Wireless Communications Letters, vol. 12, no. 5, pp. 774-778, May 2023
Secrecy, Common Randomness
- Ligong Wang, Gregory W. Wornell, Lizhong Zheng: Fundamental Limits of Communication With Low Probability of Detection. IEEE Trans. Information Theory 62(6): 3493-3503 (2016)
- Chung Chan, Lizhong Zheng: Multiterminal Secret Key Agreement. IEEE Trans. Information Theory 60(6): 3379-3412 (2014)
A Few Results in Quantum Communications
- Hye Won Chung, Saikat Guha, Lizhong Zheng: Superadditivity of Quantum Channel Coding Rate With Finite Blocklength Joint Measurements. IEEE Trans. Information Theory 62(10): 5938-5959 (2016)
Network Information Theory
- Shao-Lun Huang, Changho Suh, Lizhong Zheng: Euclidean Information Theory of Networks. IEEE Trans. Information Theory 61(12): 6795-6814 (2015)
- Baris Nakiboglu, Siva K. Gorantla, Lizhong Zheng, Todd P. Coleman: Bit-Wise Unequal Error Protection for Variable-Length Block Codes With Feedback. IEEE Trans. Information Theory 59(3): 1475-1504(2013)
- Baris Nakiboglu, Lizhong Zheng: Errors-and-Erasures Decoding for Block Codes With Feedback. IEEE Trans. Information Theory 58(1): 24-49 (2012)
- Shashi Borade, Lizhong Zheng: Writing on Fading Paper, Dirty Tape With Little Ink: Wideband Limits for Causal Transmitter CSI. IEEE Trans. Information Theory 58(8): 5388-5397 (2012)
- Krishna P. Jagannathan, Eytan Modiano, Lizhong Zheng: On the Role of Queue Length Information in Network Control. IEEE Trans. Information Theory 57(9): 5884-5896 (2011)
- Shashi Borade, Lizhong Zheng: Wideband Fading Channels With Feedback. IEEE Trans. Information Theory 56(12): 6058-6065 (2010)
- Shashi Borade, Baris Nakiboglu, Lizhong Zheng: Unequal error protection: an information-theoretic perspective. IEEE Trans. Information Theory 55(12): 5511-5539 (2009)
Wireless Communications
- Jiarui Xu, Lianjun Li, Lizhong Zheng and Lingjia Liu, "Detect to Learn: Structure Learning With Attention and Decision Feedback for MIMO-OFDM Receive Processing," in IEEE Transactions on Communications, vol. 72, no. 1, pp. 146-161, Jan. 2024
- Lianjun Li, Jiarui Xu, Lizhong Zheng and Lingjia Liu, "Real-Time Machine Learning for Multi-User Massive MIMO: Symbol Detection Using Multi-Mode StructNet," in IEEE Transactions on Wireless Communications, vol. 22, no. 12, pp. 9172-9186, Dec. 2023
- Jiarui Xu, Zhou Zhou, Lianjun Li, Lizhong Zheng and Lingjia Liu, "RC-Struct: A Structure-Based Neural Network Approach for MIMO-OFDM Detection," in IEEE Transactions on Wireless Communications, vol. 21, no. 9, pp. 7181-7193, Sept. 2022
- Andrea Goldsmith, Michelle Effros, Ralf Koetter, Muriel Médard, Asuman E. Ozdaglar, Lizhong Zheng: Beyond Shannon: the quest for fundamental performance limits of wireless ad hoc networks. IEEE Communications Magazine 49(5): 195-205 (2011)
- Siddharth Ray, Muriel Médard, Lizhong Zheng: Fiber Aided Wireless Network Architecture. IEEE Journal on Selected Areas in Communications 29(6): 1284-1294 (2011)
- Sheng Jing, Lizhong Zheng, Muriel Médard: On training with feedback in wideband channels. IEEE Journal on Selected Areas in Communications 26(8): 1607-1614 (2008)
- Amir Ehsan Khandani, Jinane Abounadi, Eytan Modiano, Lizhong Zheng: Reliability and route diversity in wireless networks. IEEE Trans. Wireless Communications 7(12-1): 4772-4776 (2008)
- Pamela Youssef-Massaad, Lizhong Zheng, Muriel Médard: Bursty transmission and glue pouring: on wireless channels with overhead costs. IEEE Trans. Wireless Communications 7(12-2): 5188-5194 (2008)
- Lizhong Zheng, David N. C. Tse, Muriel Médard: Channel Coherence in the Low-SNR Regime. IEEE Trans. Information Theory 53(3): 976-997 (2007)
- Shashi Borade, Lizhong Zheng, Robert G. Gallager: Amplify-and-Forward in Wireless Relay Networks: Rate, Diversity, and Network Size. IEEE Trans. Information Theory 53(10): 3302-3318(2007)
- Jun Sun, Eytan Modiano, Lizhong Zheng: Wireless channel allocation using an auction algorithm. IEEE Journal on Selected Areas in Communications 24(5): 1085-1096 (2006)
- Bo Wang, Junshan Zhang, Lizhong Zheng: Achievable Rates and Scaling Laws of Power-Constrained Wireless Sensory Relay Networks. IEEE Trans. Information Theory 52(9): 4084-4104 (2006)
- David N. C. Tse, Pramod Viswanath, Lizhong Zheng: Diversity-Multiplexing Tradeoff in Multiple-Access Channels. IEEE Trans. Information Theory 50(9): 1859-1874 (2004)
- Lizhong Zheng, David N. C. Tse: Diversity and multiplexing: a fundamental tradeoff in multiple-antenna channels. IEEE Trans. Information Theory 49(5): 1073-1096(2003)
- Lizhong Zheng, David N. C. Tse: Communication on the Grassmann manifold: A geometric approach to the noncoherent multiple-antenna channel. IEEE Trans. Information Theory 48(2): 359-383 (2002)
