Lan V. Truong | DeepAI

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Vincent Y. F. Tan
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Giuseppe Cocco
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Hirosuke Yamamoto
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∙ 04/06/2023

Variable-Complexity Weighted-Tempered Gibbs Samplers for Bayesian Variable Selection

Subset weighted-Tempered Gibbs Sampler (wTGS) has been recently introduc...

0 Lan V. Truong, et al. ∙

∙ 02/11/2023

Global Convergence Rate of Deep Equilibrium Models with General Activations

In a recent paper, Ling et al. investigated the over-parametrized Deep E...

0 Lan V. Truong, et al. ∙

∙ 11/22/2022

Generalized Random Gilbert-Varshamov Codes: Typical Error Exponent and Concentration Properties

We find the exact typical error exponent of constant composition general...

0 Lan V. Truong, et al. ∙

∙ 10/12/2022

Generative Adversarial Nets: Can we generate a new dataset based on only one training set?

A generative adversarial network (GAN) is a class of machine learning fr...

0 Lan V. Truong, et al. ∙

∙ 08/08/2022

On Rademacher Complexity-based Generalization Bounds for Deep Learning

In this paper, we develop some novel bounds for the Rademacher complexit...

0 Lan V. Truong, et al. ∙

∙ 05/15/2022

Generalization Bounds on Multi-Kernel Learning with Mixed Datasets

This paper presents novel generalization bounds for the multi-kernel lea...

0 Lan V. Truong, et al. ∙

∙ 03/15/2022

Concentration Properties of Random Codes

This paper studies the concentration properties of random codes. Specifi...

0 Lan V. Truong, et al. ∙

∙ 12/23/2021

Generalization Error Bounds on Deep Learning with Markov Datasets

In this paper, we derive upper bounds on generalization errors for deep ...

0 Lan V. Truong, et al. ∙

∙ 01/27/2021

The fundamental limits of sparse linear regression with sublinear sparsity

We establish exact asymptotic expressions for the normalized mutual info...

0 Lan V. Truong, et al. ∙

∙ 09/28/2020

Replica Analysis of the Linear Model with Markov or Hidden Markov Signal Priors

This paper estimates free energy, average mutual information, and minimu...

0 Lan V. Truong, et al. ∙

∙ 01/28/2020

On the All-Or-Nothing Behavior of Bernoulli Group Testing

In this paper, we study the problem of group testing, in which one seeks...

0 Lan V. Truong, et al. ∙

∙ 01/30/2019

Support Recovery in the Phase Retrieval Model: Information-Theoretic Fundamental Limits

The support recovery problem consists of determining a sparse subset of ...

0 Lan V. Truong, et al. ∙

∙ 07/28/2018

On the Capacity of Symmetric M-user Gaussian Interference Channels with Feedback

A general time-varying feedback coding scheme is proposed for M-user ful...

0 Lan V. Truong, et al. ∙

∙ 03/19/2018

The Optimal Compression Rate of Variable-to-Fixed Length Source Coding with a Non-Vanishing Excess-Distortion Probability

We consider the variable-to-fixed length lossy source coding (VFSC) prob...

0 Lan V. Truong, et al. ∙

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