2,534 research outputs found

    LGBT rights versus Asian values: de/re-constructing the universality of human rights

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    Law, especially from the international human rights regime, is a direct reference on which minority groups rely when it comes to ‘non-discrimination’. Drawing upon LGBT rights in Taiwan, as well as Hong Kong and Singapore, this article – through an application of K.H. Chen’s (2010) Asia as Method – critically reviews how global LGBT politics interact with local societies influenced by Confucianism. Along a perpetual competition between the universalism and cultural relativism of human rights, this article not only identifies the pitfalls of ‘Asian values’ from a cosmopolitan perspective but also contributes to a queered approach to human rights-holders against homonationalism

    Flow-based Intrinsic Curiosity Module

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    In this paper, we focus on a prediction-based novelty estimation strategy upon the deep reinforcement learning (DRL) framework, and present a flow-based intrinsic curiosity module (FICM) to exploit the prediction errors from optical flow estimation as exploration bonuses. We propose the concept of leveraging motion features captured between consecutive observations to evaluate the novelty of observations in an environment. FICM encourages a DRL agent to explore observations with unfamiliar motion features, and requires only two consecutive frames to obtain sufficient information when estimating the novelty. We evaluate our method and compare it with a number of existing methods on multiple benchmark environments, including Atari games, Super Mario Bros., and ViZDoom. We demonstrate that FICM is favorable to tasks or environments featuring moving objects, which allow FICM to utilize the motion features between consecutive observations. We further ablatively analyze the encoding efficiency of FICM, and discuss its applicable domains comprehensively.Comment: The SOLE copyright holder is IJCAI (International Joint Conferences on Artificial Intelligence), all rights reserved. The link is provided as follows: https://www.ijcai.org/Proceedings/2020/28
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