Adversarial robustness of deep reinforcement learning by Qu, Xinghua

“…However, such an assumption not only makes the robustness improvement more expensive, but may also leave a model less effective to other kinds of attacks in the wild. In contrast, we propose an adversary agnostic robust DRL paradigm that does not require learning from adversaries. …”
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Synthesis of densely functionalized pyrroles from unprotected carbohydrates by Xia, Mengxin

“…The selectivity of the reaction is easily controlled by altering the order in which substrates are added. Different kinds of sugars, primary amines, and oxoacetonitriles all reacted easily demonstrating a wide substrate scope. …”
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Harmonized co-existence with robust interference management in femto-macro cellular architectures by Ponnu Jacob

“…The HetNets that incorporate different kinds of small cells such as micro, pico, femto, metro cells, relays, and others, all integrated with Wi-Fi, are instrumental in meeting this anticipated performance enhancements. …”
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Reverse mathematics in lattice theory by Ru, Junren

“…In Chapter 2, we first introduce three kinds of ideals in lattices: prime ideals, maximal ideals, relatively maximal ideals, respectively, and then we will investigate the logical strength of the existence of these ideals. …”
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Tsewang Norbu NGB by Cantwell, C, Mayer, R

“…</p> <p>Along with the colophon(s), there may also be formulae for sealing the text, or various kinds of good wishes and aspirations expressed at the end. …”

Advanced data analytics for future smart grid stability assessment by Ren, Chao

“…Specific objectives of this Ph.D. research are to develop an intelligent system for the future smart grid. Based on several kinds of promising advanced data-analytics technologies, including randomized learning, incremental broad learning (BL), transfer learning (TL), adversarial machine learning (ML), and generative adversarial network (GAN), etc, an intelligent system will be developed to interpret the power grid stability characteristics, and to support stability-constrained operation control actions. …”
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Physical unclonable function based solutions to unification of user, device and data authentication by Zheng, Yue

“…These solutions are typically realized using conventional techniques that require the safekeeping of a secret binary key in the non-volatile memory, or battery-backed SRAM of some device, or a token owned by the user, which have been proven to be vulnerable to various kinds of invasive, semi-invasive and side channel attacks. …”
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Towards robust sensing and recognition : from statistical learning to transfer learning by Yang, Jianfei

“…In visual sensing, images are captured by kinds of cameras with different brands and parameters, which hinders the performance of visual recognition models even more severely. …”
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