no code implementations • 4 Jul 2024 • Chang Yue, Niraj K. Jha
The ubiquity of neural networks (NNs) in real-world applications, from healthcare to natural language processing, underscores their immense utility in capturing complex relationships within high-dimensional data.
no code implementations • 3 Jul 2024 • Suwan Li, Lei Bu, Guangdong Bai, Fuman Xie, Kai Chen, Chang Yue
To tackle the inherent lack of a visible user interface in the VPA app, two strategies are employed during testing, i. e., chatbot-style testing and model-based testing.
1 code implementation • 8 Sep 2022 • Peizhuo Lv, Pan Li, Shenchen Zhu, Shengzhi Zhang, Kai Chen, Ruigang Liang, Chang Yue, Fan Xiang, Yuling Cai, Hualong Ma, Yingjun Zhang, Guozhu Meng
Recent years have witnessed tremendous success in Self-Supervised Learning (SSL), which has been widely utilized to facilitate various downstream tasks in Computer Vision (CV) and Natural Language Processing (NLP) domains.
1 code implementation • 17 Aug 2022 • Chang Yue, Niraj K. Jha
We propose a novel framework, called CTRL (Clustering TRaining Losses for label error detection), to detect label errors in multi-class datasets.
no code implementations • 9 Jul 2022 • Chang Yue, Peizhuo Lv, Ruigang Liang, Kai Chen
However, most of the triggers used in the current study are fixed patterns patched on a small fraction of an image and are often clearly mislabeled, which is easily detected by humans or defense methods such as Neural Cleanse and SentiNet.