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Fir Dunkin

2 accepted papers

2024

A Novel Framework for Structure Descriptors-Guided Hand-drawn Floor Plan Reconstruction

IROS 2024poster

In the absence of a pre-built indoor map, robot navigation suffers from the limitations of sensors and environments, resulting in decreased efficiency in performing ad-hoc tasks. Given that blueprints are difficult to obtain, an intuitive method is to provide robots with prior knowledge via hand-dra…

Cited by 0SourceScholar
2024

Enabling Few-Shot Learning with PID Control: A Layer Adaptive Optimizer

ICML 2024poster

Model-Agnostic Meta-Learning (MAML) and its variants have shown remarkable performance in scenarios characterized by a scarcity of labeled data during the training phase of machine learning models. Despite these successes, MAMLbased approaches encounter significant challenges when there is a substan…