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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Sohit Agarwal

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3 papers indexed here

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Open access Sep 2026

WAVELET-KOOPMAN PROTOTYPE TRANSPORT LEARNING FOR CROSS-DATASET CHILD AFFECT AND ENGAGEMENT GENERALIZATION

A significant challenge in automated child affect and engagement analysis is transferring a model across datasets, as recording conditions, child behaviour, temporal effects, and annotation schemes vary and can seriously impact model reliability. To address this challenge and enable robust cross- dataset behavioural re...

R. Kanse, Sohit Agarwal · 0 citations
#explainable ai Open access Oct 2026

ORDINAL-EVIDENTIAL DYNAMIC HYPERGRAPH STATE-SPACE LEARNING FOR RELIABLE CHILD ENGAGEMENT RISK PREDICTION

The recognition of children's engagement and behavioural risk is critical to building a trusted AI-based approach to education and mental health support. However, current work shows that common engagement-recognition methods lack modelling of complex facial–temporal interactions, do not capture the ordering of engageme...

R. Kanse, Sohit Agarwal · 0 citations
Conference Aug 2026

A Multimodal Hybrid Framework for Enhanced Sentiment Analysis in Educational Environments: Integrating Object Detection and Contextual Captioning

Nowadays, Developments in Sentimental Computing methods have highlighted the critical role of the student sentiment in maximizing pedagogical outcomes. However, the application of traditional and automated sentiment analysis using complex classroom situations is still complicated by the limitations of the 'conventional...

Priyanka Gupta, Sohit Agarwal, J. Neve · 0 citations

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