Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Promptingby Linhai…
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Seriesby Xiangkai Ma, Xiaobin…
Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Databy Yuwei Fan,…
Verbalized Representation Learning for Interpretable Few-Shot Generalizationby Cheng-Fu Yang, Da Yin, Wenbo Hu, Nanyun Peng,…
APT: Architectural Planning and Text-to-Blueprint Construction Using Large Language Models for Open-World Agentsby Jun Yu…
Enhancing Few-Shot Learning with Integrated Data and GAN Model Approachesby Yinqiu Feng, Aoran Shen, Jiacheng…
Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecastingby Liran Nochumsohn, Michal Moshkovitz, Orly Avner,…
Dist Loss: Enhancing Regression in Few-Shot Region through Distribution Distance Constraintby Guangkun Nie, Gongzheng Tang,…
Context-Aware Multimodal Pretrainingby Karsten Roth, Zeynep Akata, Dima Damen, Ivana Balažević, Olivier J. HénaffFirst submitted…
Point Cloud Understanding via Attention-Driven Contrastive Learningby Yi Wang, Jiaze Wang, Ziyu Guo, Renrui Zhang,…