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MengyuanChen21/README.md

Hi there! 👋

I'm Mengyuan Chen, a passionate researcher and lifelong learner with a love for tackling complex problems. My academic journey began at the University of Chinese Academy of Sciences (UCAS), where I enrolled in 2017 as an undergraduate student in the Department of Mathematics. Four years later, I embarked on a new adventure in 2021 as a Ph.D. student specializing in pattern recognition at the Institute of Automation, Chinese Academy of Sciences (CASIA).

🧠 What drives me?

My primary research focus lies in uncertainty analysis and understanding within the realm of machine learning. From exploring theoretical models to developing practical solutions, I’m captivated by how we can effectively handle and interpret uncertainty in data, systems, and decision-making processes.

🌱 Let's connect!

I believe that collaboration and open dialogue spark innovation. Whether you’re working on a similar topic, have intriguing questions, or simply want to share your ideas, feel free to reach out—I’d love to hear from you!

📂 What’s here?

Feel free to explore my repositories, where you’ll find a collection of academic projects. Each one reflects my journey and my passion for solving meaningful problems.

Let’s build something amazing together!

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  1. NeurIPS2024-CSP NeurIPS2024-CSP Public

    [NeurIPS 2024] Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models

    Python 30

  2. ICLR2024-REDL ICLR2024-REDL Public

    [ICLR 2024 Spotlight] R-EDL: Relaxing Nonessential Settings of Evidential Deep Learning

    Python 35 3

  3. CVPR2023-CMPAE CVPR2023-CMPAE Public

    [CVPR 2023] Collecting Cross-Modal Presence-Absence Evidence for Weakly-Supervised Audio-Visual Event Perception

    Python 34 3

  4. Awesome-Evidential-Deep-Learning Awesome-Evidential-Deep-Learning Public

    A curated publication list on evidential deep learning.

    66 5

  5. ECCV2022-DELU ECCV2022-DELU Public

    [ECCV 2022] Dual-Evidential Learning for Weakly-supervised Temporal Action Localization

    Python 40 7

  6. CVPR2022-FTCL CVPR2022-FTCL Public

    [CVPR 2022] Fine-grained Temporal Contrastive Learning for Weakly-supervised Temporal Action Localization

    Python 47 9