Advancing Dense Prediction Methods for Visual Scene Understanding
The task of visual scene understanding is to develop computer algorithms for automatically understanding and…
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Conversational Question Answering
This project concerns conversational question answering (CQA), which is the task of answering a sequence…
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Embedding Knowledge into Learning
Machine learning, particularly deep learning, has been spectacularly successful in the recent past. Human-level performance…
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Targeting High Productivity Workforces via Data-Centric Transfer Optimization in the Internet Era
This project aims at developing a novel computational framework that can adaptively re-use the knowledge…
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Enabling Spiking Neuromorphic Computation with On-Board Learning Through Algorithm and Hardware Co-design
As AI becomes more prevalent in everyday applications, there is a need for new algorithms…
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Rationalizing Deep Learning Model Decisions
In this research, our aim is to provide good explanatory power without sacrificing the performance…
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PAT-AI: Privacy-Aware Transparency for AI in Singapore
Recent years have seen an increasing push to make black-box algorithmic systems more transparent to…
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One-Shot Learning: A Crucial Learning Paradigm Towards Human-like Learning
With the increasing popularity of applying machine learning for various artificial intelligence (AI) problems, a…
