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Nuttapong Chairatanakul

3 accepted papers

2022

Leaping through Time with Gradient-Based Adaptation for Recommendation

AAAI 2022technical

Modern recommender systems are required to adapt to the change in user preferences and item popularity. Such a problem is known as the temporal dynamics problem, and it is one of the main challenges in recommender system modeling. Different from the popular recurrent modeling approach, we propose a…

2021

Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph

EMNLP 2021finding

In cross-lingual text classification, it is required that task-specific training data in high-resource source languages are available, where the task is identical to that of a low-resource target language. However, collecting such training data can be infeasible because of the labeling cost, task ch…

2021

On Focal Loss for Class-Posterior Probability Estimation: A Theoretical Perspective

CVPR 2021poster

The focal loss has demonstrated its effectiveness in many real-world applications such as object detection and image classification, but its theoretical understanding has been limited so far. In this paper, we first prove that the focal loss is classification-calibrated, i.e., its minimizer surely y…

Cited by 34PDFScholar