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ORCIDLizhong Zheng
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- affiliation: Massachusetts Institute of Technology, Cambridge, USA
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2020 – today
- 2024
[j39]Shao-Lun Huang, Anuran Makur, Gregory W. Wornell, Lizhong Zheng:
Universal Features for High-Dimensional Learning and Inference. Found. Trends Commun. Inf. Theory 21(1-2): 1-299 (2024)- [j38]Xiangxiang Xu, Lizhong Zheng:
Neural Feature Learning in Function Space. J. Mach. Learn. Res. 25: 142:1-142:76 (2024) - [j37]Jiarui Xu
, Lianjun Li, Lizhong Zheng, Lingjia Liu:
Detect to Learn: Structure Learning With Attention and Decision Feedback for MIMO-OFDM Receive Processing. IEEE Trans. Commun. 72(1): 146-161 (2024) - [c73]H. S. Melihcan Erol, Jiejun Jin, Lizhong Zheng:
An Information Geometric Analysis of Noise Contrastive Estimation. Allerton 2024: 1-8 - [c72]Xiangxiang Xu, Lizhong Zheng:
Dependence Induced Representations. Allerton 2024: 1-8 - [c71]Jiarui Xu, Karim Said, Lizhong Zheng, Lingjia Liu:
Neural Network-Based Two-Dimensional Filtering for OTFS Symbol Detection. ICC 2024: 1879-1884 - [c70]Jongha Jon Ryu, Xiangxiang Xu, Hasan Sabri Melihcan Erol, Yuheng Bu, Lizhong Zheng, Gregory W. Wornell:
Operator SVD with Neural Networks via Nested Low-Rank Approximation. ICML 2024 - [c69]H. S. Melihcan Erol, Lizhong Zheng:
On Semi-Supervised Estimation of Discrete Distributions Under f-Divergences. ISIT 2024: 3402-3407 - [c68]Chaoyu Zhang, Shanghao Shi, Ning Wang, Xiangxiang Xu, Shaoyu Li, Lizhong Zheng, Randy C. Marchany, Mark Gardner, Y. Thomas Hou, Wenjing Lou:
Hermes: Boosting the Performance of Machine-Learning-Based Intrusion Detection System through Geometric Feature Learning. MobiHoc 2024: 251-260 - [i42]Jongha Jon Ryu, Xiangxiang Xu, H. S. Melihcan Erol, Yuheng Bu, Lizhong Zheng, Gregory W. Wornell:
Operator SVD with Neural Networks via Nested Low-Rank Approximation. CoRR abs/2402.03655 (2024) - [i41]Jiarui Xu, Shashank Jere, Yifei Song, Yi-Hung Kao, Lizhong Zheng, Lingjia Liu:
Learning at the Speed of Wireless: Online Real-Time Learning for AI-Enabled MIMO in NextG. CoRR abs/2403.02651 (2024) - [i40]H. S. Melihcan Erol, Lizhong Zheng:
On Semi-supervised Estimation of Discrete Distributions under f-divergences. CoRR abs/2405.09523 (2024) - [i39]Jiarui Xu, Karim Said, Lizhong Zheng, Lingjia Liu:
Neural Network-based Two-Dimensional Filtering for OTFS Symbol Detection. CoRR abs/2406.16868 (2024) - [i38]Shashank Jere, Lizhong Zheng, Karim Said, Lingjia Liu:
Towards xAI: Configuring RNN Weights using Domain Knowledge for MIMO Receive Processing. CoRR abs/2410.07072 (2024) - 2023
- [j36]Lianjun Li, Jiarui Xu, Lizhong Zheng, Lingjia Liu:
Real-Time Machine Learning for Multi-User Massive MIMO: Symbol Detection Using Multi-Mode StructNet. IEEE Trans. Wirel. Commun. 22(12): 9172-9186 (2023) - [j35]Shashank Jere, Ramin Safavinejad, Lizhong Zheng, Lingjia Liu:
Channel Equalization Through Reservoir Computing: A Theoretical Perspective. IEEE Wirel. Commun. Lett. 12(5): 774-778 (2023) - [c67]Xinyi Tong, Xiangxiang Xu, Shao-Lun Huang, Lizhong Zheng:
Robust Transfer Learning Based on Minimax Principle. Allerton 2023: 1-7 - [c66]Xiangxiang Xu, Lizhong Zheng:
Sequential Dependence Decomposition and Feature Learning. Allerton 2023: 1-8 - [c65]Xiangxiang Xu, Lizhong Zheng, Ishank Agrawal:
Neural Feature Learning for Engineering Problems. Allerton 2023: 1-8 - [c64]Xinliang Zhang, Mojtaba Vaezi, Lizhong Zheng:
Interference-Aware Constellation Design for Z-Interference Channels with Imperfect CSI. ICC 2023: 6385-6390 - [c63]Xiangxiang Xu, Lizhong Zheng:
Kernel Subspace and Feature Extraction. ISIT 2023: 1032-1037 - [c62]H. S. Melihcan Erol, Erixhen Sula, Lizhong Zheng:
On Semi-Supervised Estimation of Distributions. ISIT 2023: 1866-1871 - [c61]Shashank Jere, Karim A. Said, Lizhong Zheng, Lingjia Liu:
Towards Explainable Machine Learning: The Effectiveness of Reservoir Computing in Wireless Receive Processing. MILCOM 2023: 667-672 - [i37]Xiangxiang Xu, Lizhong Zheng:
Kernel Subspace and Feature Extraction. CoRR abs/2301.01410 (2023) - [i36]Xinliang Zhang, Mojtaba Vaezi, Lizhong Zheng:
Interference-Aware Constellation Design for Z-Interference Channels with Imperfect CSI. CoRR abs/2303.08312 (2023) - [i35]H. S. Melihcan Erol, Erixhen Sula, Lizhong Zheng:
On Semi-Supervised Estimation of Distributions. CoRR abs/2305.07955 (2023) - [i34]Shashank Jere, Lizhong Zheng, Karim A. Said, Lingjia Liu:
Universal Approximation of Linear Time-Invariant (LTI) Systems through RNNs: Power of Randomness in Reservoir Computing. CoRR abs/2308.02464 (2023) - [i33]Xiangxiang Xu, Lizhong Zheng:
A Geometric Framework for Neural Feature Learning. CoRR abs/2309.10140 (2023) - [i32]Shashank Jere, Karim A. Said, Lizhong Zheng, Lingjia Liu:
Towards Explainable Machine Learning: The Effectiveness of Reservoir Computing in Wireless Receive Processing. CoRR abs/2310.04956 (2023) - [i31]Jiarui Xu, Karim A. Said, Lizhong Zheng, Lingjia Liu:
2D-RC: Two-Dimensional Neural Network Approach for OTFS Symbol Detection. CoRR abs/2311.08543 (2023) - 2022
- [j34]Xiangxiang Xu, Shao-Lun Huang, Lizhong Zheng, Gregory W. Wornell:
An Information Theoretic Interpretation to Deep Neural Networks. Entropy 24(1): 135 (2022) - [j33]Jiarui Xu, Zhou Zhou, Lianjun Li, Lizhong Zheng, Lingjia Liu:
RC-Struct: A Structure-Based Neural Network Approach for MIMO-OFDM Detection. IEEE Trans. Wirel. Commun. 21(9): 7181-7193 (2022) - [c60]Xiangxiang Xu, Lizhong Zheng:
Multivariate Feature Extraction. Allerton 2022: 1-8 - [i30]Jiarui Xu, Lianjun Li, Lizhong Zheng, Lingjia Liu:
Learn to Detect and Detect to Learn: Structure Learning and Decision Feedback for MIMO-OFDM Receive Processing. CoRR abs/2208.09287 (2022) - [i29]Erixhen Sula, Lizhong Zheng:
On the Semi-supervised Expectation Maximization. CoRR abs/2211.00537 (2022) - [i28]Yajie Bao, Yang Li, Shao-Lun Huang, Lin Zhang, Lizhong Zheng, Amir Zamir, Leonidas J. Guibas:
An Information-Theoretic Approach to Transferability in Task Transfer Learning. CoRR abs/2212.10082 (2022) - 2021
- [c59]Jiarui Xu, Zhou Zhou, Lianjun Li, Lizhong Zheng, Lingjia Liu:
RC-Struct: Reservoir Computing Meets Knowledge of Structure in MIMO-OFDM. GLOBECOM (Workshops) 2021: 1-5 - [c58]Xinyi Tong, Xiangxiang Xu, Shao-Lun Huang, Lizhong Zheng:
A Mathematical Framework for Quantifying Transferability in Multi-source Transfer Learning. NeurIPS 2021: 26103-26116 - [i27]Jiarui Xu, Zhou Zhou, Lianjun Li, Lizhong Zheng, Lingjia Liu:
RC-Struct: A Structure-based Neural Network Approach for MIMO-OFDM Detection. CoRR abs/2110.02219 (2021) - 2020
- [j32]Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng:
An Information-Theoretic Approach to Unsupervised Feature Selection for High-Dimensional Data. IEEE J. Sel. Areas Inf. Theory 1(1): 157-166 (2020) - [c57]Zhou Zhou, Shashank Jere, Lizhong Zheng, Lingjia Liu:
Learning with Knowledge of Structure: A Neural Network-Based Approach for MIMO-OFDM Detection. ACSSC 2020: 22-26 - [c56]Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell:
A Local Characterization for Wyner Common Information. ISIT 2020: 2252-2257 - [c55]Anuran Makur, Gregory W. Wornell, Lizhong Zheng:
On Estimation of Modal Decompositions. ISIT 2020: 2717-2722 - [i26]Zhou Zhou, Shashank Jere, Lizhong Zheng, Lingjia Liu:
Learning for Integer-Constrained Optimization through Neural Networks with Limited Training. CoRR abs/2011.05399 (2020) - [i25]Zhou Zhou, Shashank Jere, Lizhong Zheng, Lingjia Liu:
Learning with Knowledge of Structure: A Neural Network-Based Approach for MIMO-OFDM Detection. CoRR abs/2012.00711 (2020)
2010 – 2019
- 2019
- [c54]Lichen Wang, Jiaxiang Wu, Shao-Lun Huang, Lizhong Zheng, Xiangxiang Xu, Lin Zhang, Junzhou Huang:
An Efficient Approach to Informative Feature Extraction from Multimodal Data. AAAI 2019: 5281-5288 - [c53]Yajie Bao, Yang Li, Shao-Lun Huang, Lin Zhang, Lizhong Zheng, Amir Zamir, Leonidas J. Guibas:
An Information-Theoretic Approach to Transferability in Task Transfer Learning. ICIP 2019: 2309-2313 - [c52]Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell:
An Information Theoretic Interpretation to Deep Neural Networks. ISIT 2019: 1984-1988 - [i24]Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng, Gregory W. Wornell:
An Information Theoretic Interpretation to Deep Neural Networks. CoRR abs/1905.06600 (2019) - [i23]Shao-Lun Huang, Xiangxiang Xu, Lizhong Zheng:
An Information-theoretic Approach to Unsupervised Feature Selection for High-Dimensional Data. CoRR abs/1910.03196 (2019) - [i22]Shao-Lun Huang, Anuran Makur, Gregory W. Wornell, Lizhong Zheng:
On Universal Features for High-Dimensional Learning and Inference. CoRR abs/1911.09105 (2019) - 2018
- [j31]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. Inf. Theory 64(2): 1105-1131 (2018) - [c51]David Qiu, Anuran Makur, Lizhong Zheng:
Probabilistic Clustering using Maximal Matrix Norm Couplings. Allerton 2018: 1020-1027 - [c50]Hye Won Chung, Brian M. Sadler, Lizhong Zheng, Alfred O. Hero III:
Unequal Error Protection Querying Policies for the Noisy 20 Questions Problem. ICASSP 2018: 4424-4428 - [c49]Xiangxiang Xu, Shao-Lun Huang, Lizhong Zheng, Lin Zhang:
The Geometric Structure of Generalized Softmax Learning. ITW 2018: 1-5 - [c48]Shao-Lun Huang, Gregory W. Wornell, Lizhong Zheng:
Gaussian Universal Features, Canonical Correlations, and Common Information. ITW 2018: 1-5 - [i21]David Qiu, Anuran Makur, Lizhong Zheng:
Probabilistic Clustering Using Maximal Matrix Norm Couplings. CoRR abs/1810.04738 (2018) - [i20]Lichen Wang, Jiaxiang Wu, Shao-Lun Huang, Lizhong Zheng, Xiangxiang Xu, Lin Zhang, Junzhou Huang:
An Efficient Approach to Informative Feature Extraction from Multimodal Data. CoRR abs/1811.08979 (2018) - 2017
- [j30]Anuran Makur, Lizhong Zheng:
Polynomial Singular Value Decompositions of a Family of Source-Channel Models. IEEE Trans. Inf. Theory 63(12): 7716-7728 (2017) - [c47]Shao-Lun Huang, Anuran Makur, Lizhong Zheng, Gregory W. Wornell:
An information-theoretic approach to universal feature selection in high-dimensional inference. ISIT 2017: 1336-1340 - [c46]Shao-Lun Huang, Lin Zhang, Lizhong Zheng:
An information-theoretic approach to unsupervised feature selection for high-dimensional data. ITW 2017: 434-438 - 2016
- [j29]Ligong Wang, Gregory W. Wornell, Lizhong Zheng:
Fundamental Limits of Communication With Low Probability of Detection. IEEE Trans. Inf. Theory 62(6): 3493-3503 (2016) - [j28]Hye Won Chung, Saikat Guha, Lizhong Zheng:
Superadditivity of Quantum Channel Coding Rate With Finite Blocklength Joint Measurements. IEEE Trans. Inf. Theory 62(10): 5938-5959 (2016) - [c45]Anuran Makur, Lizhong Zheng:
Polynomial spectral decomposition of conditional expectation operators. Allerton 2016: 633-640 - [c44]Kwang-Cheng Chen, Baturalp Mankir, Shao-Lun Huang, Lizhong Zheng, H. Vincent Poor:
Communication theoretic inference on heterogeneous data. ICC 2016: 1-6 - [c43]Hye Won Chung, Lizhong Zheng, Brian M. Sadler, Alfred O. Hero III:
Unequal error protection coding approaches to the noisy 20 questions problem. ISIT 2016: 1700-1704 - [i19]Hye Won Chung, Brian M. Sadler, Lizhong Zheng, Alfred O. Hero III:
Unequal Error Protection Querying Policies for the Noisy 20 Questions Problem. CoRR abs/1606.09233 (2016) - [i18]Hye Won Chung, Saikat Guha, Lizhong Zheng:
On capacity of optical communications over a lossy bosonic channel with a receiver employing the most general coherent electro-optic feedback control. CoRR abs/1610.07578 (2016) - 2015
- [j27]Kwang-Cheng Chen, Shao-Lun Huang, Lizhong Zheng, H. Vincent Poor:
Communication Theoretic Data Analytics. IEEE J. Sel. Areas Commun. 33(4): 663-675 (2015) - [j26]Sha Wei, Jun Li, Wen Chen, Lizhong Zheng, Hang Su:
Design of Generalized Analog Network Coding for a Multiple-Access Relay Channel. IEEE Trans. Commun. 63(1): 170-185 (2015) - [j25]Shao-Lun Huang, Changho Suh, Lizhong Zheng:
Euclidean Information Theory of Networks. IEEE Trans. Inf. Theory 61(12): 6795-6814 (2015) - [c42]Anuran Makur, Fabian Kozynski, Shao-Lun Huang, Lizhong Zheng:
An efficient algorithm for information decomposition and extraction. Allerton 2015: 972-979 - [c41]Anuran Makur, Lizhong Zheng:
Bounds between contraction coefficients. Allerton 2015: 1422-1429 - [c40]Shao-Lun Huang, Lizhong Zheng:
A spectrum decomposition to the feature spaces and the application to big data analytics. ISIT 2015: 661-665 - [c39]Ligong Wang, Gregory W. Wornell, Lizhong Zheng:
Limits of low-probability-of-detection communication over a discrete memoryless channel. ISIT 2015: 2525-2529 - [i17]Kwang-Cheng Chen, Shao-Lun Huang, Lizhong Zheng, H. Vincent Poor:
Communication Theoretic Data Analytics. CoRR abs/1501.05379 (2015) - [i16]Shao-Lun Huang, Changho Suh, Lizhong Zheng:
Euclidean Information Theory of Networks. CoRR abs/1505.04673 (2015) - [i15]Ligong Wang, Gregory W. Wornell, Lizhong Zheng:
Fundamental Limits of Communication with Low Probability of Detection. CoRR abs/1506.03236 (2015) - [i14]Anuran Makur, Lizhong Zheng:
Bounds between Contraction Coefficients. CoRR abs/1510.01844 (2015) - 2014
- [j24]Chung Chan, Lizhong Zheng:
Multiterminal Secret Key Agreement. IEEE Trans. Inf. Theory 60(6): 3379-3412 (2014) - [c38]Shao-Lun Huang, Anuran Makur, Fabian Kozynski, Lizhong Zheng:
Efficient statistics: Extracting information from IID observations. Allerton 2014: 699-706 - [c37]Mina Karzand, Lizhong Zheng:
Degrees of freedom in fading channels with memory: Achievability through nonlinear decoding. Allerton 2014: 1252-1259 - [c36]Mina Karzand, Lizhong Zheng:
Achievability of nonlinear degrees of freedom in correlatively changing fading channels. CISS 2014: 1-6 - [c35]Tsang-Kai Chang, Kwang-Cheng Chen, Lizhong Zheng:
Time dynamics of random access in cognitive radio networks. ICC 2014: 1525-1530 - [c34]Hye Won Chung, Saikat Guha, Lizhong Zheng:
Superadditivity of quantum channel coding rate with finite blocklength quantum measurements. ISIT 2014: 901-905 - [i13]Mina Karzand, Lizhong Zheng:
Achievability of Nonlinear Degrees of Freedom in Correlatively Changing Fading Channels. CoRR abs/1401.2169 (2014) - [i12]Mina Karzand, Lizhong Zheng:
Achievable Degrees of Freedom in MIMO Correlatively Changing Fading Channels. CoRR abs/1401.6512 (2014) - [i11]Shao-Lun Huang, Lizhong Zheng:
The Linear Information Coupling Problems. CoRR abs/1406.2834 (2014) - 2013
- [j23]Baris Nakiboglu, Siva K. Gorantla, Lizhong Zheng, Todd P. Coleman:
Bit-Wise Unequal Error Protection for Variable-Length Block Codes With Feedback. IEEE Trans. Inf. Theory 59(3): 1475-1504 (2013) - [c33]Hye Won Chung, Lizhong Zheng:
Superadditivity of quantum channel coding rate with finite blocklength quantum measurements. Allerton 2013: 810-817 - [c32]Shao-Lun Huang, Changho Suh, Lizhong Zheng:
Euclidean information theory of networks. ISIT 2013: 794-798 - [i10]Hye Won Chung, Saikat Guha, Lizhong Zheng:
Superadditivity of Quantum Channel Coding Rate with Finite Blocklength Quantum Measurements. CoRR abs/1310.3793 (2013) - 2012
- [j22]Baris Nakiboglu, Lizhong Zheng:
Errors-and-Erasures Decoding for Block Codes With Feedback. IEEE Trans. Inf. Theory 58(1): 24-49 (2012) - [j21]Emmanuel Abbe, Lizhong Zheng:
A Coordinate System for Gaussian Networks. IEEE Trans. Inf. Theory 58(2): 721-733 (2012) - [j20]Shashi Borade, Lizhong Zheng:
Writing on Fading Paper, Dirty Tape With Little Ink: Wideband Limits for Causal Transmitter CSI. IEEE Trans. Inf. Theory 58(8): 5388-5397 (2012) - [c31]Tong Wang, Muriel Médard, Lizhong Zheng:
Joint design of multi-resolution codes and intra/inter-layer network coding. ACSCC 2012: 1903-1907 - [c30]Shao-Lun Huang, Lizhong Zheng:
Linear information coupling problems. ISIT 2012: 1029-1033 - [i9]Shao-Lun Huang, Lizhong Zheng:
Linear Information Coupling Problems. CoRR abs/1206.3612 (2012) - 2011
- [j19]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 Commun. Mag. 49(5): 195-205 (2011) - [j18]Siddharth Ray, Muriel Médard, Lizhong Zheng:
Fiber Aided Wireless Network Architecture. IEEE J. Sel. Areas Commun. 29(6): 1284-1294 (2011) - [j17]Krishna P. Jagannathan, Eytan H. Modiano, Lizhong Zheng:
On the Role of Queue Length Information in Network Control. IEEE Trans. Inf. Theory 57(9): 5884-5896 (2011) - [c29]Hye Won Chung, Saikat Guha, Lizhong Zheng:
On capacity of optical channels with coherent detection. Allerton 2011: 879-885 - [c28]Jun Sun, Yonggang Wen, Lizhong Zheng:
On file-based content distribution over wireless networks via multiple paths: Coding and delay trade-off. INFOCOM 2011: 381-385 - [c27]Hye Won Chung, Saikat Guha, Lizhong Zheng:
On capacity of optical channels with coherent detection. ISIT 2011: 284-288 - [i8]Siva K. Gorantla, Baris Nakiboglu, Todd P. Coleman, Lizhong Zheng:
Multi-layer Bit-wise Unequal Error Protection for Variable Length Blockcodes with Feedback. CoRR abs/1101.1934 (2011) - 2010
- [j16]Emmanuel Abbe, Lizhong Zheng:
Linear Universal Decoding for Compound Channels. IEEE Trans. Inf. Theory 56(12): 5999-6013 (2010) - [j15]Shashi Borade, Lizhong Zheng:
Wideband Fading Channels With Feedback. IEEE Trans. Inf. Theory 56(12): 6058-6065 (2010) - [c26]Chung Chan, Lizhong Zheng:
Mutual dependence for secret key agreement. CISS 2010: 1-6 - [c25]Chen-Pang Yeang, Gregory W. Wornell, Lizhong Zheng:
Oversampling transmit and receive antenna arrays. ICASSP 2010: 2522-2525 - [c24]Siva K. Gorantla, Baris Nakiboglu, Todd P. Coleman, Lizhong Zheng:
Bit-wise unequal error protection for variable length blockcodes with feedback. ISIT 2010: 241-245 - [c23]Shao-Lun Huang, Yufei W. Blankenship, Lizhong Zheng:
The design of binary shaping filter of binary code. WCNIS 2010: 228-232 - [i7]Emmanuel Abbe, Lizhong Zheng:
A Coordinate System for Gaussian Networks. CoRR abs/1002.2271 (2010)
2000 – 2009
- 2009
- [j14]Shashi Borade, Baris Nakiboglu, Lizhong Zheng:
Unequal error protection: an information-theoretic perspective. IEEE Trans. Inf. Theory 55(12): 5511-5539 (2009) - [c22]Baris Nakiboglu, Lizhong Zheng:
Upper bounds to error probability with feedback. Allerton 2009: 865-871 - [c21]Krishna Prasanna Jagannathan, Eytan H. Modiano, Lizhong Zheng:
On the Trade-Off Between Control Rate and Congestion in Single Server Systems. INFOCOM 2009: 271-279 - [c20]Baris Nakiboglu, Lizhong Zheng:
Upper bounds to error probability with feedback. ISIT 2009: 1515-1519 - [c19]Emmanuel Abbe, Lizhong Zheng:
Coding along Hermite polynomials for Gaussian noise channels. ISIT 2009: 1644-1648 - [i6]Baris Nakiboglu, Lizhong Zheng:
Error-and-Erasure Decoding for Block Codes with Feedback. CoRR abs/0903.4386 (2009) - 2008
- [j13]