Engaging students as partners (SaP) in teaching and learning is a growing arena of practice that shapes the mutually beneficial student-teacher relationship. Redefining student-teacher identities in pedagogical practice is one of the key implications of SaP. In the past decade, Chinese higher education institutions have paid increasing attention to student-centred pedagogies. Understanding and investigating new interpretations of student-teacher identities underpins the shift toward such pedagogical practices. In this theoretical discussion paper, based on the recent trends associated with Chinese higher education reform efforts revealed by large-scale and systematic survey results, we interrogate the concept of Chinese student-teacher identities as a learning partnership by drawing on the theorisations of SaP. Our intention is to contribute to the ongoing process of identity transformation within Chinese higher education. By calling for adapting SaP to the unique Chinese educational and cultural features, we provide a future vision for the cultivation of the teacher-student relationship.

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There is a small but growing body of literature about engaging students as partners (SaP) in Asian countries. To further collective understanding of learner-teacher partnership practices in China, we invited undergraduate students and academics from three Chinese universities to complete a survey on their involvement in, and sense of importance of, 17 practices that align with SaP activities. The 402 students and 85 academic staff who engaged in the survey reported high levels of agreement about the importance of such practices that foster learner-teacher interactions although levels of involvement were lower. The findings demonstrate that SaP practices are unfolding in Chinese universities with evidence of a desire for growth of such activities. Our findings reveal potentials and possibilities for growing such practices in Chinese universities while raising questions about the underlying drivers and values motivating increased interest in learner-teacher interactions that warrant further qualitative research.

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In wearable sensing applications, data is inevitable to be irregularly sampled or partially missing, which pose challenges for any downstream application. An unique aspect of wearable data is that it is time-series data and each channel can be correlated to another one, such as x, y, z axis of accelerometer. We argue that traditional methods have rarely made use of both times-series dynamics of the data as well as the relatedness of the features from different sensors. We propose a model, termed as DynImp, to handle different time point's missingness with nearest neighbors along feature axis and then feeding the data into a LSTM-based denoising autoencoder which can reconstruct missingness along the time axis. We experiment the model on the extreme missingness scenario (> 50% missing rate) which has not been widely tested in wearable data. Our experiments on activity recognition show that the method can exploit the multi-modality features from related sensors and also learn from history time-series dynamics to reconstruct the data under extreme missingness.

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There is an increasing focus on relationship-rich education and relational pedagogies in higher education. Engaging students as partners (SaP) to nurture values-based pedagogical relationships is one such approach, yet it is contested with limited research outside of Anglophone countries. To advance a collective understanding of SaP as a global practice, we interviewed 35 postgraduate students at a research-intensive university in Hong Kong with a hybridised educational setting combining Chinese and westernised strategies and heritages. Reflecting on their learner-teacher relationships as both undergraduate and postgraduate students, they discussed differing senses of student identity that shaped how they perceived their pedagogical relationships: entanglement of positioning themselves as followers, customers, and co-teachers. The influence of neoliberalism, capitalism, and marketisation of higher education in the Hong Kong context was evident throughout the interviews. We discuss the implications for learner-teacher relationships as a pedagogical partnership in the broader hybridised higher education context of Hong Kong. In doing so, we argue that students are navigating an in-betweenness that shapes how they see themselves and the pedagogical relationships they form with teaching staff.

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