Publications

Journal Papers 

1.  "Generalized Random Gilbert-Vashamov Codes: Typical Error Exponents and Concentration Properties,"

Lan V. Truong and Albert Guillen i Fabregas [Arxiv] 

IEEE Transactions on Information Theory, Vol. 70, No. 2, pp. 820-853, Feb. 2024.  

2. "Concentration Properties of Random Codes,"

 Lan V. Truong, Giuseppe Cocco,  Josep Font-Segura,  and Albert Guillen i  Fabregas [Arxiv]

IEEE Transactions on Information Theory, Vol. 69, No. 12, pp. 7499-7537, Dec. 2023.  

3.  "Replica Analysis of the Linear Model with Markov or Hidden Markov Signal Priors,"

Lan V. Truong  [Arxiv] [MATLAB Code 1] [MATLAB Code 2] [MATLAB Code 3]  

IEEE Transactions on Information Theory, Vol. 69, no. 12, pp. 7953-7975, Dec. 2023. 

4.  "Fundamental limits and algorithms for sparse linear regression with sublinear sparsity,"

Lan V. Truong [Arxiv][Python Code 1] [Python Code 2] [Python Code 3]

 Journal of Machine Learning Research (JMLR), Vol.24, No. 64, pp. 1-49, Apr. 2023.

5.  "On the All-Or-Nothing Behavior of Bernoulli Group Testing,"

 Lan V. Truong, Matthew Aldridge, and  Jonathan Scarlett  [Arxiv] 

IEEE Journal on Selected Areas In information Theory (Special Issue On Estimation and Inference), Vol.1, No. 3, pp. 669-680, Jan. 2021.

6.  "Support Recovery in the Phase Retrieval Model:  Information-Theoretic Fundamental Limits,"

Lan V. Truong and Jonathan Scarlett [Arxiv]

IEEE Transactions on Information Theory, Vol. 66, No. 12, pp. 7887 - 7910,  Dec. 2020. 

7.  "On Gap-Based Lower Bounding Techniques for Best-Arm Identification,"

Lan V. Truong and Jonathan Scarlett 

Entropy (Special Issue on Information Theory in Machine Learning and Data Science II),  Jul. 2020.

 8.  "On the Capacity of Symmetric M-user Gaussian Interference Channels with Feedback,"

Lan V. Truong and Hirosuke Yamamoto [Arxiv]

IEEE Transactions on Information Theory, Vol. 66, No. 2, pp. 722 - 741,  Feb. 2020. 

9. "The Reliability Function of Lossy Source-Channel Coding of Variable-Length Codes with Feedback,"

Lan V. Truong and Vincent Y. F. Tan [Arxiv] 

IEEE Transactions on Information Theory, Vol. 65, No. 8, pp. 5028 - 5042,  Aug. 2019.

10. "Moderate Deviations Asymptotics for Variable-Length Codes with Feedback,"

Lan V. Truong and Vincent Y. F. Tan [Arxiv] 

IEEE Transactions on Information Theory, Vol. 65, No. 7, pp. 4364 - 4386, Jul. 2019.

11. "Performance of Viterbi Decoding with and without ARQ on Rician Fading Channels ,"

Lan V. Truong  [Arxiv]

IEEE Transactions on Communications , Vol. 67,  No. 2, pp. 903 - 914,  Feb.  2019.

12.  "On Gaussian MACs With Variable-Length Feedback and Non-Vanishing Error Probabilities,"

Lan V. Truong and Vincent Y. F. Tan [Arxiv]

IEEE Transactions on Information Theory, Vol. 64, No. 4, pp. 2333 - 2346, Apr.  2018.

13.  "Posterior Matching for Gaussian Broadcast Channels with Feedback,"

Lan V. Truong and Hirosuke Yamamoto [Arxiv] 

IEICE Transactions on Fundamentals, Vol. E100-A, No. 5, pp. 1165 - 1178, May  2017.

14. "On Gaussian Channels With Feedback Under Expected Power Constraints and With Non-Vanishing Error Probabilities,"

Lan V. Truong, Silas L. Fong, and Vincent Y. F. Tan [Arxiv]

IEEE Transactions on Information Theory, Vol. 63, No. 3, pp. 1746 - 1765, Mar.  2017.


ML Conference Papers 

1. "Generalization Error Bounds on Deep Learning with Markov Datasets,"

Lan V. Truong [Arxiv] 

Proc. of  The Thirty-Sixth Annual Conference on Neural Information Processing Systems (NeurIPS), Dec. 2022 (Acceptance rate 25.6%) [selected as a spotlight presentation].

2. "On Linear Models with Markov Signal Priors,"

Lan V. Truong [MATLAB Code 2] [MATLAB Code 3]

Proc. of The 25th International Conference on Artificial Intelligence and Statistics (AISTATS), Mar. 28-30, 2022 (Acceptance rate: 29%).


IT Conference Papers 

1.  "Concentration Properties of Generalized Random Gilbert-Vashamov Codes,"

Lan V. Truong  and Albert Guillen i  Fabregas [Link]

Proc. of IEEE Information Theory Workshop (ITW), Saint-Malo, France, Apr.  2023.

2.  "Convergence in Distribution of the Random Coding Error Exponent at Zero Rate,"

Lan V. Truong, Giuseppe Cocco,  Josep Font-Segura,  and Albert Guillen i  Fabregas [Link]

Proc. of IEEE Information Theory Workshop (ITW), Mumbai, India, Nov.  2022.

3.  "Concentration of Random-Coding Error Exponents,"

Lan V. Truong, Giuseppe Cocco,  Josep Font-Segura,  and Albert Guillen i  Fabregas [Link] (invited conference paper)

Proc. of IEEE Information Theory Workshop (ITW),  Kanazawa, Japan, Oct. 17-21, 2021.

4.  "Linear Models with Hidden Markov Sources via Replica Method,"

Lan V. Truong  [Link]  [MATLAB Code 1] 

Proc. of IEEE International Symposium on Information Theory (ISIT),  Melbourne, Australia, Jul. 12-20, 2021.

5. "On the Information-Theoretic Limits of Noisy Sparse Phase Retrieval,"

Lan V. Truong and Jonathan Scarlett [Link] 

Proc.  of IEEE Information Theory Workshop (ITW),  Gotland,  Sweden,  Aug. 25 - 29, 2019.

6.  "The Reliability Function of Lossy Source-Coding of Variable-Length Codes with Feedback,"

Lan V. Truong and Vincent Y. F. Tan [Link] 

Proc. of IEEE International Symposium on Information Theory (ISIT),  Colorado, United States, Jun. 17-22, 2018.

7.  "Performance of Viterbi Decoding on Interleaved Rician Fading Channels,"

Lan  V. Truong [Link] 

Proc. of IEEE International Symposium on Information Theory (ISIT),  Colorado, United States, Jun. 17-22, 2018.

8.  "On the Gaussian MAC with Stop-Feedback,"

Lan V. Truong and Vincent Y. F. Tan [Link] 

Proc. of IEEE International Symposium on Information Theory (ISIT),  Aachen, Germany, Jun. 25-30, 2017.

9.  "Error Exponent of the Common-Message Broadcast Channel with Variable-Length Feedback,"

Lan V. Truong and Vincent Y. F. Tan [Link] 

Proc. of IEEE International Symposium on Information Theory (ISIT),  Aachen, Germany, Jun. 25-30, 2017.

10.  "On Second-Order Asymptotics of AWGN Channels with Feedback under the Expected Power Constraint,"

Lan V. Truong, Silas L. Fong, and Vincent Y. F. Tan [Link] 

Proc. of IEEE International Symposium on Information Theory (ISIT), Barcelona, Spain,  Jul. 10-15, 2016.

11.  "The  ∈-Capacity Region of AWGN Multiple Access Channel with Feedback,"

Lan V. Truong, Silas L. Fong, and Vincent Y. F. Tan [Link] (invited conference paper)

Proc. of International Conference on Signal Processing and Communications (SPCOM), Indian Institute of Science,  Bangalore, India, 12-15, Jun. 2016.

12.  "On the Capacity of Symmetric Gaussian Interference Channels with Feedback,"

Lan V. Truong and Hirosuke Yamamoto [Link] 

Proc. of  IEEE International Symposium on Information Theory (ISIT), Hong Kong, Jun. 14-19, 2015.

13.  "Posterior Matching Scheme for Gaussian Multiple Access Channel with Feedback,"

Lan V. Truong [Link] 

Proc. of IEEE Information Theory Workshop (ITW), Tasmania, Australia, Nov. 2-5, 2014.

14.  "Capacity of a Structural Binary Symmetric Channel,"

Lan V. Truong and Wojciech Szpankowski [Link] 

Proc. of IEEE International Symposium on Information Theory (ISIT), Istabul, Turkey, Jul. 7-12, 2013.


Preprints

1.  "On Rademacher Complexity-based Generalization Bounds for Deep Learning,"   

Lan V. Truong [Arxiv] [Tensorflow Code]

2.  "Global Convergence Rate of Deep Equilibrium Models with General Activations," 

Lan V. Truong [Arxiv] [Pytorch Code 1] [Pytorch Code 2]

3.  "Variable Complexity Weighted-Tempered Gibbs Samplers for Bayesian Variable Section,"

Lan V. Truong [Arxiv] [Tensorflow Code 1] [Tensorflow Code 2]

Ph. D. Dissertation

"Refined Asymptotics for the Fundamental Limits of Communications with Feedback,"

Lan V. Truong  [Preprint]

Ph. D.  dissertation, National University of Singapore, Sept. 2018




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