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Bi-Level Spatial and Channel-aware Transformer for Learned Image Compression 用于学习型图像压缩的双级空间和信道感知变换器
Pub Date : 2024-08-07 DOI: arxiv-2408.03842
Hamidreza Soltani, Erfan Ghasemi
Recent advancements in learned image compression (LIC) methods havedemonstrated superior performance over traditional hand-crafted codecs. Theselearning-based methods often employ convolutional neural networks (CNNs) orTransformer-based architectures. However, these nonlinear approaches frequentlyoverlook the frequency characteristics of images, which limits theircompression efficiency. To address this issue, we propose a novelTransformer-based image compression method that enhances the transformationstage by considering frequency components within the feature map. Our methodintegrates a novel Hybrid Spatial-Channel Attention Transformer Block (HSCATB),where a spatial-based branch independently handles high and low frequencies atthe attention layer, and a Channel-aware Self-Attention (CaSA) module capturesinformation across channels, significantly improving compression performance.Additionally, we introduce a Mixed Local-Global Feed Forward Network (MLGFFN)within the Transformer block to enhance the extraction of diverse and richinformation, which is crucial for effective compression. These innovationscollectively improve the transformation's ability to project data into a moredecorrelated latent space, thereby boosting overall compression efficiency.Experimental results demonstrate that our framework surpasses state-of-the-artLIC methods in rate-distortion performance.
学习图像压缩(LIC)方法的最新进展表明,其性能优于传统的手工编解码器。这些基于学习的方法通常采用卷积神经网络(CNN)或基于变换器的架构。然而,这些非线性方法经常忽略图像的频率特性,从而限制了其压缩效率。为了解决这个问题,我们提出了一种基于变换器的新型图像压缩方法,通过考虑特征图中的频率成分来增强变换阶段。我们的方法集成了新颖的混合空间-信道注意变换器模块(HSCATB),其中基于空间的分支可在注意层独立处理高频和低频,而信道感知自注意(CaSA)模块可捕捉跨信道的信息,从而显著提高压缩性能。此外,我们还在变换器模块中引入了混合本地-全局前馈网络(MLGFFN),以增强对多样化和丰富信息的提取,这对有效压缩至关重要。实验结果表明,我们的框架在速率-失真性能方面超越了最先进的传统方法。
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引用次数: 0
Binary Triorthogonal and CSS-T Codes for Quantum Error Correction 用于量子纠错的二进制三正交和 CSS-T 编码
Pub Date : 2024-08-06 DOI: arxiv-2408.02916
Eduardo Camps-Moreno, Hiram H. López, Gretchen L. Matthews, Diego Ruano, Rodrigo San-José, Ivan Soprunov
In this paper, we study binary triorthogonal codes and their relation toCSS-T quantum codes. We characterize the binary triorthogonal codes that areminimal or maximal with respect to the CSS-T poset, and we also study how toderive new triorthogonal matrices from existing ones. Given a binarytriorthogonal matrix, we characterize which of its equivalent matrices are alsotriorthogonal. As a consequence, we show that a binary triorthogonal matrixuniquely determines the parameters of the corresponding triorthogonal quantumcode, meaning that any other equivalent matrix that is also triorthogonal givesrise to a triorthogonal quantum code with the same parameters.
本文研究二进制三正交码及其与 CSS-T 量子码的关系。我们描述了相对于 CSS-T 正集是最小或最大的二进制三正交码的特征,还研究了如何从现有矩阵中推导出新的三正交矩阵。给定一个二元三正交矩阵,我们就能确定哪些等价矩阵也是三正交的。因此,我们证明了二元三正交矩阵唯一地决定了相应的三正交量子密码的参数,这意味着任何其他等价矩阵也是三正交的,就会产生具有相同参数的三正交量子密码。
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引用次数: 0
Rate-Splitting for Joint Unicast and Multicast Transmission in LEO Satellite Networks with Non-Uniform Traffic Demand 具有非均匀流量需求的低地轨道卫星网络中单播和多播联合传输的速率分配
Pub Date : 2024-08-06 DOI: arxiv-2408.02872
Jaehyup Seong, Juha Park, Dong-Hyun Jung, Jeonghun Park, Wonjae Shin
Low Earth orbit (LEO) satellite communications (SATCOM) with ubiquitousglobal connectivity is deemed a pivotal catalyst in advancing wirelesscommunication systems for 5G and beyond. LEO SATCOM excels in deliveringversatile information services across expansive areas, facilitating bothunicast and multicast transmissions via high-speed broadband capability.Nonetheless, given the broadband coverage of LEO SATCOM, traffic demanddistribution within the service area is non-uniform, and thetime/frequency/power resources available at LEO satellites remain significantlylimited. Motivated by these challenges, we propose a rate-matching frameworkfor non-orthogonal unicast and multicast (NOUM) transmission. Our approach aimsto minimize the difference between offered rates and traffic demands for bothunicast and multicast messages. By multiplexing unicast and multicasttransmissions over the same radio resource, rate-splitting multiple access(RSMA) is employed to manage interference between unicast and multicaststreams, as well as inter-user interference under imperfect channel stateinformation at the LEO satellite. To address the formulated problemsnon-smoothness and non-convexity, the common rate is approximated using theLogSumExp technique. Thereafter, we represent the common rate portion as theratio of the approximated function, converting the problem into anunconstrained form. A generalized power iteration (GPI)-based algorithm, coinedGPI-RS-NOUM, is proposed upon this reformulation. Through comprehensivenumerical analysis across diverse simulation setups, we demonstrate that theproposed framework outperforms various benchmarks for LEO SATCOM with uneventraffic demands.
低地轨道(LEO)卫星通信(SATCOM)具有无处不在的全球连接性,被认为是推进 5G 及更先进无线通信系统的关键催化剂。然而,鉴于低地轨道卫星通信的宽带覆盖范围,服务区域内的流量需求分布并不均匀,而且低地轨道卫星可用的时间/频率/功率资源仍然非常有限。基于这些挑战,我们提出了一种用于非正交单播和组播(NOUM)传输的速率匹配框架。我们的方法旨在最大限度地减少单播和组播信息的提供速率与流量需求之间的差异。通过在同一无线电资源上复用单播和组播传输,采用速率分割多路访问(RSMA)来管理单播和组播流之间的干扰,以及低地轨道卫星上不完美信道状态信息下的用户间干扰。为了解决所提出的非平滑性和非凸性问题,我们使用 LogSumExp 技术对公共速率进行了近似。此后,我们将公共速率部分表示为近似函数的比率,从而将问题转换为无约束形式。在此基础上,我们提出了一种基于广义幂迭代(GPI)的算法,称为 GPI-RS-NOUM。通过对各种仿真设置进行全面的数值分析,我们证明了所提出的框架在低地轨道卫星通信无事件流量需求的各种基准测试中表现优异。
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引用次数: 0
Codes Correcting Two Bursts of Exactly $b$ Deletions 纠正两个恰好删除 b$ 的脉冲串的编码
Pub Date : 2024-08-06 DOI: arxiv-2408.03113
Zuo Ye, Wenjun Yu, Ohad Elishco
In this paper, we explore constructions for codes that correct two bursts ofdeletions, with each burst having length exactly $b$. Previously, the bestknown construction, derived using the syndrome compression technique, achieveda redundancy of at most $7log n+Oleft(log n/loglog nright)$. In thiswork, we present new constructions for all $qge 2$ that achieve redundancy atmost $7log n+O(loglog n)$ when $b>1$. Additionally, for $b=1$, we provide anew construction of $q$-ary two-deletion correcting codes with redundancy$5log n+O(loglog n)$ for all $q>2$.
在本文中,我们探讨了能纠正两个突发删除的编码构造,每个突发删除的长度正好为 $b$。在此之前,利用综合征压缩技术推导出的最著名的构造最多实现了 $7log n+Oleft(log n/log nright)$ 的冗余度。在这项工作中,我们提出了针对所有$qge 2$的新构造,当$b>1$时,最多可实现$7log n+O(loglog n)$的冗余度。此外,对于 $b=1$,我们提供了一种新的 $q$-ary 双删除纠错码的构造,在所有 $q>2$ 的情况下,其冗余度为 $5log n+O(loglog n)$。
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引用次数: 0
Causal Vector-valued Witsenhausen Counterexamples with Feedback 带反馈的因果向量维森豪森反例
Pub Date : 2024-08-06 DOI: arxiv-2408.03037
Mengyuan Zhao, Maël Le Treust, Tobias J. Oechtering
We study the continuous vector-valued Witsenhausen counterexample through thelens of empirical coordination coding. We characterize the region of achievablepairs of costs in three scenarios: (i) causal encoding and causal decoding,(ii) causal encoding and causal decoding with channel feedback, and (iii)causal encoding and noncausal decoding with channel feedback. In thesevector-valued versions of the problem, the optimal coding schemes must rely ona time-sharing strategy, since the region of achievable pairs of costs mightnot be convex in the scalar version of the problem. We examine the role of thechannel feedback when the encoder is causal and the decoder is either causal ornon-causal, and we show that feedback improves the performance, only when thedecoder is non-causal.
我们从经验协调编码的角度研究了连续向量值维森豪森反例。我们描述了三种情况下可实现成本对的区域:(i) 因果编码和因果解码,(ii) 带有信道反馈的因果编码和因果解码,以及 (iii) 带有信道反馈的因果编码和非因果解码。在这些矢量值版本的问题中,最优编码方案必须依赖分时策略,因为在标量版本的问题中,可实现的成本对区域可能不是凸的。我们研究了当编码器是因果关系,而解码器是因果关系或非因果关系时信道反馈的作用,结果表明,只有当解码器是非因果关系时,反馈才能提高性能。
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引用次数: 0
MacWilliams Identities for Rank metric codes over Galois rings 伽罗瓦环上兰克度量编码的麦克威廉斯等式
Pub Date : 2024-08-06 DOI: arxiv-2408.03237
Iván Blanco-Chacón, Alberto F. Boix, Marcus Grefferath, Erik Hieta-aho
The purpose of this paper is to study rank metric codes over Galois rings. Inparticular, we prove MacWilliams identities for finite chain rings relating thesequences of $q$-binomial moments of a code and its dual and for Gabidulinanalogues of free codes over Galois rings we prove the correspondingMacWilliams identity as a functional expression relating the weight enumeratorof the dual with the MacWilliams transform of the weight enumerator of theoriginal code plus one extra term attached to the zero divisors.
本文旨在研究伽罗瓦环上的秩度量编码。特别是,我们证明了有限链环的麦克威廉斯同一性(MacWilliams identity),它与代码及其对偶的 $q$ 二项式矩的序列有关;对于伽罗瓦环上的自由代码的伽比杜利南类似码,我们证明了相应的麦克威廉斯同一性,它是一个函数表达式,与对偶的权重枚举器和原代码权重枚举器的麦克威廉斯变换以及附加在零除数上的一个额外项有关。
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引用次数: 0
Second 6G life Workshop on Post Shannon Theory 第二届 6G 后香农理论生活研讨会
Pub Date : 2024-08-05 DOI: arxiv-2408.02446
Yaning Zhao, Christian Deppe
The one-day workshop, held prior to the "ZIF Workshop on Information Theoryand Related Fields", provided an excellent opportunity for in-depth discussionson several topics within the field of post-Shannon theory. The agenda covereddeterministic and randomized identification, focusing on various methods andalgorithms for identifying data or signals deterministically and throughrandomized processes. It explored the theoretical foundations and practicalapplications of these techniques. The session on resources for increasingidentification capacity examined the different resources and strategies thatcan be utilized to boost the capacity for identifying information. Thisincluded discussions on both hardware and software solutions, as well asinnovative approaches to resource allocation and optimization. Participantsdelved into common randomness generation, essential for various cryptographicprotocols and communication systems. The session highlighted recentadvancements and practical implementations of common randomness in securecommunications. The workshop concluded with a detailed look at the developmentand practical deployment of identification codes. Experts shared insights oncode construction techniques, implementation challenges, and real-worldapplications in various communication systems. We extend our thanks to theesteemed speakers for their valuable contributions: Caspar von Lengerke, WafaLabidi, Ilya Vorobyev, Johannes Rosenberger, Jonathan Huffmann, and PauColomer. Their presentations and insights significantly enriched the workshop.Additionally, we are grateful to all the participants whose active engagement,constructive comments, and stimulating discussions made the event a success.Your involvement was crucial in fostering a collaborative and intellectuallyvibrant environment.
为期一天的研讨会在 "ZIF 信息论及相关领域研讨会 "之前举行,为深入讨论后香农理论领域的多个主题提供了一个极好的机会。会议议程涉及确定性识别和随机识别,重点是确定性识别和通过随机过程识别数据或信号的各种方法和算法。会议探讨了这些技术的理论基础和实际应用。关于提高识别能力的资源的会议研究了可用于提高识别信息能力的不同资源和策略。讨论内容包括硬件和软件解决方案,以及资源分配和优化的创新方法。与会者深入探讨了对各种密码协议和通信系统至关重要的普通随机性生成。会议重点介绍了通用随机性在安全通信中的最新进展和实际应用。研讨会最后详细探讨了识别代码的开发和实际应用。专家们就代码构建技术、实施挑战以及在各种通信系统中的实际应用分享了真知灼见。我们对各位嘉宾的宝贵贡献表示感谢:Caspar von Lengerke、WafaLabidi、Ilya Vorobyev、Johannes Rosenberger、Jonathan Huffmann 和 PauColomer。此外,我们还要感谢所有与会者,是你们的积极参与、建设性的意见和激励人心的讨论使本次研讨会取得了圆满成功。
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引用次数: 0
On the Complexity of the Conditional Independence Implication Problem With Bounded Cardinalities 论有界标的条件独立隐含问题的复杂性
Pub Date : 2024-08-05 DOI: arxiv-2408.02550
Michał Makowski
We show that the conditional independence (CI) implication problem withbounded cardinalities, which asks whether a given CI implication holds for alldiscrete random variables with given cardinalities, is co-NEXPTIME-hard. Theproblem remains co-NEXPTIME-hard if all variables are binary. The reductiongoes from a variant of the tiling problem and is based on a prior constructionused by Cheuk Ting Li to show the undecidability of a related problem where thecardinality of some variables remains unbounded. The CI implication problemwith bounded cardinalities is known to be in EXPSPACE, as its negation can bestated as an existential first-order logic formula over the reals of sizeexponential with regard to the size of the input.
我们证明,有界万有引力的条件独立性(CI)蕴涵问题(该问题询问给定的 CI 蕴涵对于给定万有引力的所有离散随机变量是否成立)是共 NEXPTIME 难问题。如果所有变量都是二进制变量,这个问题仍然是共 NEXPTIME-hard。这一还原源于平铺问题的一个变体,并基于李卓廷用来证明某些变量的卡方根性仍然无界的相关问题的不可判定性的先验构造。众所周知,有界心数的 CI 含义问题在 EXPSPACE 中,因为它的否定可以最好地表示为一个存在的一阶逻辑公式,这个公式在有界心数的实数上,其大小与输入的大小成指数关系。
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引用次数: 0
Higher weight spectra and Betti numbers of Reed-Muller codes $RM_2(2,2)$ 里德-穆勒编码 $RM_2(2,2)$ 的高权重谱和贝蒂数
Pub Date : 2024-08-05 DOI: arxiv-2408.02548
Sudhir R. Ghorpade, Trygve Johnsen, Rati Ludhani, Rakhi Pratihar
We determine the higher weight spectra of $q$-ary Reed-Muller codes$C_q=RM_q(2,2)$ for all prime powers $q$. This is equivalent to finding theusual weight distributions of all extension codes of $C_q$ over every fieldextension of $F_q$ of finite degree. To obtain our results we will utilizewell-known connections between these weights and properties of theStanley-Reisner rings of a series of matroids associated to each code $C_q$. Inthe process, we are able to explicitly determine all the graded Betti numbersof matroids associated to $C_q$ and its elongations.
我们确定了所有质幂 $q$ 的 $q$ary 里德-穆勒编码$C_q=RM_q(2,2)$ 的高权重谱。这等同于找到 $C_q$ 在有限阶的 $F_q$ 的每一个字段扩展上的所有扩展码的权重分布。为了得到我们的结果,我们将利用这些权重与与每个代码 $C_q$ 相关联的一系列矩阵的斯坦利-赖斯纳环的性质之间的已知联系。在这个过程中,我们能够明确地确定与 $C_q$ 及其延伸相关的矩阵的所有分级贝蒂数。
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引用次数: 0
On Galois duality, self-orthogonality, and dual-containment of matrix product codes 论矩阵积码的伽罗瓦对偶性、自正交性和对偶包含性
Pub Date : 2024-08-05 DOI: arxiv-2408.02799
Ramy Farouk Taki Eldin
In recent literature, matrix product (MP) codes and their duals have gainedsignificant attention due to their application in the construction of quantumstabilizer codes. In this paper, we begin with providing a formula thatcharacterizes the Galois dual of MP codes. Using this formula, we establish theconditions under which MP codes are self-orthogonal and dual-containing.Although similar results may exist in the literature, the novelty andsuperiority of our results can be identified in the following points. Previousresults that characterize the duals of MP codes only apply to MP codes with aninvertible square defining matrix $mathcal{A}$. However, our characterizationapplies to MP code with any defining matrix, whether $mathcal{A}$ is notsquare or not of full row rank. Previous studies on the conditions forself-orthogonality or dual-containment of MP codes have assumed certainstructures for the product $mathcal{A}mathcal{A}^T$ or$mathcal{A}mathcal{A}^{dagger}$, such as being diagonal, anti-diagonal,monomial, or partitioned Hermitian orthogonal. However, our conditions do notnecessitate such specific structures. Previous studies investigated MP codeduality in the context of Euclidean and Hermitian duals; however, weinvestigate MP code duality in the broader context of Galois dual, withEuclidean and Hermitian duals acting as special cases. Finally, it is worthnoting that the proposed conditions for Galois self-orthogonality ordual-containment are both necessary and sufficient. To demonstrate thetheoretical results, several numerical examples with best-known parameters MPcodes are provided.
在最近的文献中,矩阵积(MP)码及其对偶码因其在量子稳定器码构建中的应用而获得了极大的关注。在本文中,我们首先提供了一个描述 MP 码伽罗瓦对偶性的公式。虽然文献中可能存在类似的结果,但我们的结果的新颖性和优越性可以从以下几点看出。以前描述 MP 码对偶性的结果只适用于具有可逆正方形定义矩阵 $mathcal{A}$ 的 MP 码。然而,我们的表征适用于具有任何定义矩阵的 MP 代码,无论 $mathcal{A}$ 不是方形或不是全行秩。以往关于 MP 代码自对齐性或对偶包含性条件的研究都假定 $mathcal{A}mathcal{A}^T$ 或 $mathcal{A}mathcal{A}^{dagger}$ 的乘积具有特定的结构,如对角、反对角、单项式或分割赫尔墨特正交。然而,我们的条件并不需要这些特定的结构。以前的研究是在欧氏对偶和赫米对偶的背景下研究 MP 码对偶性的;然而,我们是在伽罗瓦对偶的更广阔背景下研究 MP 码对偶性的,欧氏对偶和赫米对偶只是特例。最后,值得注意的是,所提出的伽罗瓦自对偶性条件既是必要条件,也是充分条件。为了证明理论结果,我们提供了几个具有最著名参数 MP 代码的数值示例。
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引用次数: 0
期刊
arXiv - MATH - Information Theory
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