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Information-directed sampling (IDS) has recently demonstrated its potential as a data-efficient reinforcement learning algorithm. However, it is still unclear what is the right form of information ratio to optimize when contextual…

机器学习 · 计算机科学 2022-06-10 Botao Hao , Tor Lattimore , Chao Qin

This paper addresses the construction of observable convolutional codes that exhibit good performance with the available decoding algorithms for erasure channels. Our construction is based on the use of input/state/output (I/S/O)…

信息论 · 计算机科学 2024-12-03 Noemí DeCastro-García , Miguel V. Carriegos , Ángel Luis Muñoz Castañeda

Streaming erasure codes guarantee that each source packet is recovered within a fixed delay at the receiver over a burst-erasure channel. This paper introduces a new class of streaming codes: Diversity Embedded Streaming Erasure Codes…

信息论 · 计算机科学 2011-02-22 Ahmed Badr , Ashish Khisti , Emin Martinian

The network communication scenario where one or more receivers request all the information transmitted by different sources is considered. We introduce distributed polynomial-time network codes in the presence of malicious nodes. Our codes…

网络与互联网体系结构 · 计算机科学 2010-01-18 Hongyi Yao , Theodoros K. Dikaliotis , Sidharth Jaggi , Tracey Ho

Streaming erasure codes encode a source stream to guarantee that each source packet is recovered within a fixed delay at the receiver over a burst-erasure channel. This paper introduces diversity embedded streaming erasure codes (DE-SCo),…

信息论 · 计算机科学 2010-07-13 Ahmed Badr , Ashish Khisti , Emin Martinian

Recovery of data packets from packet erasures in a timely manner is critical for many streaming applications. An early paper by Martinian and Sundberg introduced a framework for streaming codes and designed rate-optimal codes that permit…

信息论 · 计算机科学 2018-01-19 M. Nikhil Krishnan , P. Vijay Kumar

Large-scale distributed storage systems typically use erasure codes to provide durability of data in the face of failures. A set of $k$ blocks to be stored is encoded using an $[n, k]$ code to generate $n$ blocks that are then stored on…

信息论 · 计算机科学 2019-07-31 Francisco Maturana , K. V. Rashmi

We propose a new class of error correction codes for low-delay streaming communication. We consider an online setup where a source packet arrives at the encoder every $M$ channel uses, and needs to be decoded with a maximum delay of $T$…

信息论 · 计算机科学 2016-11-17 Ahmed Badr , Pratik Patil , Ashish Khisti , Wai-Tian Tan , John Apostolopoulos

This paper investigates streaming codes for three-node relay networks under burst packet erasures with a delay constraint $T$. In any sliding window of $T+1$ consecutive packets, the source-to-relay and relay-to-destination channels may…

信息论 · 计算机科学 2025-11-11 Zhipeng Li , Wenjie Ma

A coding theorem and converse are proved for a large class of abstract stationary channels with time structure including the result by Kadota and Wyner (1972) on continuous-time real-valued channels as special cases. As main contribution…

信息论 · 计算机科学 2018-04-18 Martin Mittelbach , Eduard A. Jorswieck

Information velocity (IV) is a recently proposed notion to capture the speed of reliable information dissemination over a large-scale network. It is the speed at which reliable end-to-end communication over $k$ hops can be achieved within…

信息论 · 计算机科学 2026-04-16 Kai-Chun Chen , I-Hsiang Wang

A single source network is said to be memory-free if all of the internal nodes (those except the source and the sinks) do not employ memory but merely send linear combinations of the symbols received at their incoming edges on their…

信息论 · 计算机科学 2009-09-09 K. Prasad , B. Sundar Rajan

Spurred by advancements in scale, large language models (LLMs) have demonstrated strong few-shot learning ability via in-context learning (ICL). However, the performance of ICL has been shown to be highly sensitive to the selection of…

计算与语言 · 计算机科学 2024-12-31 Chengwei Qin , Aston Zhang , Chen Chen , Anirudh Dagar , Wenming Ye

An $(a,b,\tau)$ streaming code is a packet-level erasure code that can recover under a strict delay constraint of $\tau$ time units, from either a burst of $b$ erasures or else of $a$ random erasures, occurring within a sliding window of…

信息论 · 计算机科学 2020-05-15 Vinayak Ramkumar , Myna Vajha , M. Nikhil Krishnan , P. Vijay Kumar

We derive lower and upper bounds on the identification capacity of inverse Gaussian channels, a fundamental model for molecular communications in fluid environments. The analysis considers deterministic encoding schemes under a peak time…

信息论 · 计算机科学 2026-05-08 Mohammad Javad Salariseddigh

This paper investigates low-latency streaming codes for a three-node relay network. The source transmits a sequence of messages (streaming messages) to the destination through the relay between them, where the first-hop channel from the…

信息论 · 计算机科学 2022-03-14 Silas L. Fong , Ashish Khisti , Baochun Li , Wai-Tian Tan , Xiaoqing Zhu , John Apostolopoulos

Several applications in communication, control, and learning require approximating target distributions to within small informational divergence (I-divergence). The additional requirement of invertibility usually leads to using encoders…

信息论 · 计算机科学 2020-10-22 Patrick Schulte , Rana Ali Amjad , Thomas Wiegart , Gerhard Kramer

Integrated data and energy transfer (IDET) is an advanced technology for enabling energy sustainability for massively deployed low-power electronic consumption components. However, the existing work of IDET using the…

信号处理 · 电气工程与系统科学 2023-02-06 Jie Hu , Ke Xu , Luping Xiang , Kun Yang

For every p in (0,1/2), we give an explicit construction of binary codes of rate approaching "capacity" 1-H(p) that enable reliable communication in the presence of worst-case additive errors}, caused by a channel oblivious to the codeword…

信息论 · 计算机科学 2010-05-04 Venkatesan Guruswami , Adam Smith

Many high-dimensional online decision-making problems can be modeled as stochastic sparse linear bandits. Most existing algorithms are designed to achieve optimal worst-case regret in either the data-rich regime, where polynomial dependence…

机器学习 · 计算机科学 2025-10-29 Ludovic Schwartz , Hamish Flynn , Gergely Neu