Improved upper bounds on the capacity of binary channels with causal adversaries

B. Dey, S. Jaggi, M. Langberg, A. Sarwate
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引用次数: 17

Abstract

In this work we consider the communication of information in the presence of a causal adversarial jammer. In the setting under study, a sender wishes to communicate a message to a receiver by transmitting a codeword x = (x 1 , …, x n ) bit-by-bit over a communication channel. The adversarial jammer can view the transmitted bits x i one at a time, and can change up to a p-fraction of them. However, the decisions of the jammer must be made in a causal manner. Namely, for each bit x i the jammer's decision on whether to corrupt it or not must depend only on x j for j ≤ i. This is in contrast to the “classical” adversarial jammer which may base its decisions on its complete knowledge of x. Binary channels with causal adversarial jammers have seen recent studies in which both lower bounds and upper bounds on their capacity is derived. In this work, we present improved upper bounds on the capacity which hold for both deterministic and stochastic encoding schemes.
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改进了具有因果对手的二进制信道容量上界
在这项工作中,我们考虑了存在因果对抗性干扰的信息通信。在所研究的设置中,发送方希望通过通信信道逐位发送一个码字x = (x 1,…,x n)来与接收方通信。对抗性干扰器每次可以查看传输的x i位,并且可以更改它们的p分数。然而,干扰者的决定必须以因果关系的方式做出。也就是说,对于每个位x i,干扰器对是否破坏它的决定必须仅取决于j≤i时的x j。这与“经典”对抗性干扰器形成对比,后者可能基于其对x的完全了解来做出决定。具有因果对抗性干扰器的二进制信道最近已经看到研究,其中导出了其容量的下界和上界。在这项工作中,我们提出了改进的容量上界,适用于确定性和随机编码方案。
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