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Showing 1 to 3 of 3 for “"Cross-Domain Generalization"”.

  1. Advancing Cross-Domain Fake News Detection: Enhanced Models to Improve Generalization and Tackle the Class Imbalance Problem

    The rapid proliferation of fake news across domains, such as politics, health, and social media, poses a significant threat to the integrity of information dissemination, leading to misinformation that can affect public perception and decision-making. Detecting fake news is critical to preserving …

    ottawa-retro Repository record for Advancing Cross-Domain Fake News Detection: Enhanced Models to Improve Generalization and Tackle the Class Imbalance Problem (opens in a new tab)

  2. Advancing NLP Frontiers in Information Extraction, Opinion Mining, and Text Synthesis

    … full-text keyphrase dataset, and propose domain-agnostic augmentation methods for low-resource settings. These advances form the foundation for the second pillar, which targets opinion mining through the introduction of the Target-Stance Extraction (TSE) task to jointly identify targets …

    uic

  3. Label-Efficient Visual Understanding with Consistency Constraints

    … networks to produce consistent predictions across different transformations (\eg geometry, temporal, photometric, etc.). We organize the dissertation as follows. In Part I, we propose to use the consistency over different geometric formulations and a cycle consistency over time to tackle the …

    vt Repository record for Label-Efficient Visual Understanding with Consistency Constraints (opens in a new tab)