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  1. 20301

    Conflict-free urban air mobility planning with an airspace-resource-centric approach by Dai, Wei

    Published 2024
    “…The formulation is a non-convex optimization problem with both continuous and 0-1 variables and implicit functions, which is difficult to resolve using mathematical programming or meta-heuristic optimization. …”
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    Thesis-Doctor of Philosophy
  2. 20302

    Leveraging linguistic knowledge to enhance low-resource NLP applications by Zhu, Zixiao

    Published 2025
    “…We demonstrate the advantages of integrating additional knowledge into deep learning systems and offer frameworks to apply this knowledge across different training paradigms, thereby improving performance on various NLP tasks, particularly under low-resource conditions. Specifically, 1. In the promptless fine-tuning paradigm, we first focus on fine-tuning word embeddings for task-related words, thereby enriching the conceptual knowledge available to compositional neural networks during feature learning in emotion recognition. …”
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    Thesis-Doctor of Philosophy
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