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An information-theoretic upper bound on the generalization error of supervised learning algorithms is derived. The bound is constructed in terms of the mutual information between each individual training sample and the output of the…

机器学习 · 计算机科学 2020-08-06 Yuheng Bu , Shaofeng Zou , Venugopal V. Veeravalli

Zero-error coding encompasses a variety of source and channel problems where the probability of error must be exactly zero. This condition is stricter than that of the vanishing error regime, where the error probability goes to zero as the…

信息论 · 计算机科学 2025-12-02 Nicolas Charpenay , Maël Le Treust , Aline Roumy

We develop a novel framework for proving converse theorems for channel coding, which is based on the analysis technique of multicast transmission with an additional auxiliary receiver, which serves as a genie to the original receiver. The…

信息论 · 计算机科学 2022-09-02 Anelia Somekh-Baruch

We study relationships between worst-case and random-noise properties of error correcting codes. More concretely, we consider connections between minimum distance, list decoding radius, and block error probability on noisy channels. A…

信息论 · 计算机科学 2026-04-06 Donald Kougang-Yombi , Jan Hązła

We consider the problem of error control in a coded, multicast network, focusing on the scenario where the errors can occur only on a proper subset of the network edges. We model this problem via an adversarial noise, presenting a formal…

信息论 · 计算机科学 2022-05-31 Allison Beemer , Altan Berdan Kilic , Alberto Ravagnani

We study error bounds for linear programming decoding of regular LDPC codes. For memoryless binary-input output-symmetric channels, we prove bounds on the word error probability that are inverse doubly-exponential in the girth of the factor…

信息论 · 计算机科学 2011-04-12 Nissim Halabi , Guy Even

This work contains two main contributions concerning the asymmetric broadcast channel. The first is an analysis of the exact random coding error exponents for both users, and the second is the derivation of universal decoders for both…

信息论 · 计算机科学 2017-02-28 Ran Averbuch , Neri Merhav

The MDL two-part coding $ \textit{index of resolvability} $ provides a finite-sample upper bound on the statistical risk of penalized likelihood estimators over countable models. However, the bound does not apply to unpenalized maximum…

统计理论 · 数学 2018-01-01 W. D. Brinda , Jason M. Klusowski

In this paper, we compute the tightest possible bounds on the probability that the optimal value of a combinatorial optimization problem in maximization form with a random objective exceeds a given number, assuming only knowledge of the…

最优化与控制 · 数学 2022-11-24 Divya Padmanabhan , Selin Damla Ahipasaoglu , Arjun Ramachandra , Karthik Natarajan

The problem of learning a channel decoder is considered for two channel models. The first model is an additive noise channel whose noise distribution is unknown and nonparametric. The learner is provided with a fixed codebook and a dataset…

信息论 · 计算机科学 2023-02-17 Amit Tsvieli , Nir Weinberger

This paper presents prefix codes which minimize various criteria constructed as a convex combination of maximum codeword length and average codeword length or maximum redundancy and average redundancy, including a convex combination of the…

信息论 · 计算机科学 2011-02-11 Charalambos D. Charalambous , Themistoklis Charalambous , Farzad Rezaei

This paper studies random-coding error exponents of randomised list decoding, in which the decoder randomly selects $L$ messages with probabilities proportional to the decoding metric of the codewords. The exponents (or bounds) are given…

信息论 · 计算机科学 2026-01-15 Henrique K. Miyamoto , Sheng Yang

Quantum hypothesis testing is a central task in the entire field of quantum information theory. Understanding its ultimate limits will give insight into a wide range of quantum protocols and applications, from sensing to communication.…

量子物理 · 物理学 2020-11-18 Quntao Zhuang , Stefano Pirandola

In this correspondence, we propose a tight lower bound to the outage probability of discrete-input Nakagami-m block-fading channels. The approach permits an efficient method for numerical evaluation of the bound, providing an additional…

信息论 · 计算机科学 2016-11-15 Khoa D. Nguyen , Albert Guillen i Fabregas , Lars K. Rasmussen

This paper studies multiuser random coding techniques for channel coding with a given (possibly suboptimal) decoding rule. For the mismatched discrete memoryless multiple-access channel, an error exponent is obtained that is tight with…

信息论 · 计算机科学 2016-11-18 Jonathan Scarlett , Alfonso Martinez , Albert Guillén i Fàbregas

Quantum channel discrimination is a fundamental problem in quantum information science. In this study, we consider general quantum channel discrimination problems, and derive the lower bounds of the error probability. Our lower bounds are…

量子物理 · 物理学 2022-08-02 Ryo Ito , Ryuhei Mori

Spinal codes, a family of rateless codes introduced in 2011, have been proved to achieve Shannon capacity over both the additive white Gaussian noise (AWGN) channel and the binary symmetric channel (BSC). In this paper, we derive explicit…

信息论 · 计算机科学 2023-04-28 Xiaomeng Chen , Aimin Li , Shaohua Wu

In this work we show how an improved lower bound to the error exponent of the memoryless multiple-access (MAC) channel is attained via the use of linear codes, thus demonstrating that structure can be beneficial even in cases where there is…

信息论 · 计算机科学 2016-11-18 Eli Haim , Yuval Kochman , Uri Erez

A new property which relies on the linear programming (LP) decoder, the approximate maximum-likelihood certificate (AMLC), is introduced. When using the belief propagation decoder, this property is a measure of how close the decoded…

信息论 · 计算机科学 2011-05-17 Idan Goldenberg , David Burshtein

This paper investigates the performance of wireless systems that employ finite-blocklength channel codes for transmission and operate under queueing constraints in the form of limitations on buffer overflow probabilities. A block fading…

信息论 · 计算机科学 2010-10-01 Deli Qiao , Mustafa Cenk Gursoy , Senem Velipasalar