Few-Shot Graph Anomaly Detection via Dual-Level Knowledge Distillation by Xuan Li, Dejie Cheng, Luheng Zhang, Chengfang Zhang, Ziliang Feng

“…However, conventional few-shot models may not fully exploit the information within auxiliary sets, leading to suboptimal performance. …”
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Positional embeddings and zero-shot learning using BERT for molecular-property prediction by Medard Edmund Mswahili, JunHa Hwang, Jagath C. Rajapakse, Kyuri Jo, Young-Seob Jeong

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Evaluation of Different Few-Shot Learning Methods in the Plant Disease Classification Domain by Alexander Uzhinskiy

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Substitute locations of urban spaces in films shot in Spain: motivations, representations and consequences by Víctor Aertsen, Carlos Manuel Valdés, Antonio Martínez Puche

“…Finally, as case studies, we focus on examples of substitute locations in films shot in two Spanish cities, Madrid and Alcoy, identifying the main locations and reflecting upon their use in relation to the six parameters proposed in the theoretical framework. …”
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Learning under label noise through few-shot human-in-the-loop refinement by Aaqib Saeed, Dimitris Spathis, Jungwoo Oh, Edward Choi, Ali Etemad

“…In this paper, we propose a novel solution to address noisy label learning, entitled Few-Shot Human-in-the-Loop Refinement (FHLR). Our method initially learns a seed model using weak labels. …”
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Multimodal Zero-Shot Shelf Deformation Detection Based on MEMS Sensors and Images by Hong Yan, Jingjing Fan, Yajun Liu

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Attention-enhanced corn disease diagnosis using few-shot learning and VGG16 by Ruchi Rani, Jayakrushna Sahoo, Sivaiah Bellamkonda, Sumit Kumar

Subjects: “…VGG16 integrated Attention Mechanism and Prototypical Few-Shot Learning for Corn Disease Classification…”
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LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging by Charilaos Papaioannou, Emmanouil Benetos, Alexandros Potamianos

Subjects: “…Few-shot learning…”
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Structure and properties of iron shot heat-treated during induction heating, produced at MAZ by P. S. Gurchenko, M. I. Demin, N. A. Simonov, D. A. Volkov, V. L. Rassudov

“…The investigation results of structure and properties of iron shot of MAZ production in as-cast condition and after tempering during induction heating to 280—450 °C are presented. …”
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Enhancing Essay Scoring: An Analytical and Holistic Approach With Few-Shot Transformer-Based Models by Tahira Amin, Zahoor-Ur-Rehman Tanoli, Farhan Aadil, Khalid Mahmood Awan, Sangsoon Lim

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The dynamics of seated shot put: a case study example of pole grip optimisation by Connor J. Holdback, Rony Ibrahim, David S. Haydon, David S. Haydon, Paul Grimshaw, Paul Grimshaw, Paul Grimshaw, Richard Kelso, Richard Kelso, Ross A. Pinder

“…The impact of pole position in seated shot put has been a key research question both in the previous literature and for coaches in the field. …”
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Few-Shot Contrail Segmentation in Remote Sensing Imagery With Loss Function in Hough Space by Junzi Sun, Esther Roosenbrand

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Learning Power Systems Waveform Incipient Patterns Through Few-Shot Meta-Learning by Lixian Shi, Qiushi Cui, Yang Weng, Yigong Zhang, Shilong Chen, Jian Li, Wenyuan Li

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A multimodal multidomain multilingual medical foundation model for zero shot clinical diagnosis by Fenglin Liu, Zheng Li, Qingyu Yin, Jinfa Huang, Jiebo Luo, Anshul Thakur, Kim Branson, Patrick Schwab, Bing Yin, Xian Wu, Yefeng Zheng, David A. Clifton

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Tongue-LiteSAM: A Lightweight Model for Tongue Image Segmentation With Zero-Shot by Daiqing Tan, Hao Zang, Xinyue Zhang, Han Gao, Ji Wang, Zaijian Wang, Xing Zhai, Huixia Li, Yan Tang, Aiqing Han

“…Existing deep learning-based tongue image segmentation models face issues such as poor versatility and insufficient expressiveness in zero-shot tasks. This study aims to construct an efficient model with zero-shot suitable for tongue image segmentation in TCM. …”
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DC-NNMN: Across Components Fault Diagnosis Based on Deep Few-Shot Learning by Juan Xu, Pengfei Xu, Zhenchun Wei, Xu Ding, Lei Shi

“…The proposed DC-NNMN model provides a new approach to solve the across components fault diagnosis in few-shot learning.…”
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A Few-Shot Knowledge Graph Completion Model With Neighbor Filter and Affine Attention by Hongfang Gong, Yingjing Ding, Minyi Ma

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Effect of shot peening intensities on surface integrity of DD6 single crystal superalloy by GAI Pengtao, WU Yunhua, CAO Ziwen, WEI Dasheng, FU Xuesong

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Tea Shot-Hole Borer Euwallacea fornicatus (Eichhoff, 1868) (Insecta: Coleoptera: Curculionidae: Scolytinae) by You Li, Andrea Lucky, Jiri Hulcr

“… The tea shot-hole borer is an Asian ambrosia beetle introduced to Florida in the early 2000s. …”
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A robust adaptive meta-sample generation method for few-shot time series prediction by Chao Zhang, Defu Jiang, Kanghui Jiang, Jialin Yang, Yan Han, Ling Zhu, Libo Tao

Subjects: “…Few-shot time series prediction…”
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