To address the above problems, we introduce a cross-domain few-shot learning method named Hyperbolic Insights with Knowledge Distillation (HIKD). By integrating knowledge distillation, it enhances the ...

Now he’s planning a few more technology long shots. Gelsinger said Wednesday he is joining venture firm Playground Global as a general partner with a focus on semiconductors and other ...

Abstract: Zero-shot sketch-based ... mine the structural knowledge of category semantic information, thereby neglecting the learning of inter-class relations. To address these issues, we propose an ...

Despite strong demand for lifelong learning among business school graduates, most alumni are looking beyond their alma maters to meet those needs, according to a new global study. The Alumni ...

School of Information Science and Engineering, Hebei University of Science and Technology, 26 Yuxiang Street, Shijiazhuang, Hebei Province 050018, P. R. China ...

In this work, we start by analyzing the learning dynamics of PEFT techniques when trained on few-shot data from only a subset of categories, referred to as the “base” classes. We show that such ...

SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers. It achieves high accuracy with little labeled data - for instance, with only 8 labeled examples per ...