零样本 (7篇)：
CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention
Guo Ziyu; Zhang Renrui; Qiu Longtian; ma Xianzheng; Miao Xupeng; He Xuming; Cui Bin
Maximum Entropy Population-Based Training for Zero-Shot Human-AI Coordination
Zhao Rui; song jinming; Yuan Yufeng; Hu Haifeng; Gao Yang; Wu Yi; Sun Zhongqian; Yang Wei
Zero-shot Slot Filling with Slot-Prefix Prompting and Attention Relationship Descriptor
Luo Qiaoyang; Liu Lingqiao
Doodle to Object: Practical Zero-Shot Sketch-Based 3D Shape Retrieval
Wang Bingrui; Zhou Yuan
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning
Chen Zhuo; Huang Yufeng; Chen Jiaoyan; Geng Yuxia; Zhang Wen; Fang Yin; Z. Pan Jeff; Chen Huajun
Zero-Shot Cross-Lingual Event Argument Extraction with Language-Oriented Prefix-Tuning
Cao Pengfei; Jin Zhuoran; Chen Yubo; Liu Kang; Zhao Jun
Dream to Generalize: Zero-Shot Model-Based Reinforcement Learning for Unseen Visual Distractions
Ha Jeongsoo; Kim Kyungsoo; Kim Yusung
少样本 (14篇)：
Prompt-Augmented Linear Probing: Scaling Beyond The Limit of Few-shot In-Context Learners
Cho Hyunsoo; Kim Hyuhng Joon; Kim Junyeob; Yoo Kang Min; Lee Sang-Woo; Lee Sang-goo; Kim Taeuk
Cross-domain Few-shot Graph Classification with a Reinforced Task Coordinator
Zhang Qiannan; Pei Shichao; Yang Qiang; Zhang Chuxu; Chawla Nitesh; Zhang Xiangliang
FEditNet: Few-shot Editing of Latent Semantics in GAN Spaces
Xia Mengfei; Shu Yezhi; Wang Yuji; Lai Yu-Kun; Li Qiang; Wan Pengfei ; Wang Zhongyuan; Liu Yong-Jin
Exploring Tuning Characteristics of Ventral Stream's Neurons for Few-Shot Image Classification
Dong Lintao; Zhai Wei; Zha Zheng-Jun
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification
Wu Jijie; Chang Dongliang; Sain Aneeshan; Li Xiaoxu; Ma Zhanyu; Cao Jie; Guo Jun; Song Yi-Zhe
Few-Shot Object Detection via Variational Feature Aggregation
Han Jiaming; Ren Yuqiang; Ding Jian; Yan Ke; Xia Gui-Song
Progressive Few-shot Adaption of Generative Model with Align-free Spatial Correlation
Moon Jongbo; Kim Hyunjun; Heo Jae-Pil
Few-Shot Composition Learning for Image Retrieval with Prompt Tuning
Wu Junda; Wang Rui; Zhao Handong; Zhang Ruiyi; Lu Chaochao; Li Shuai; Henao Ricardo
Better Generalized Few-Shot Learning Even Without Base
Kim Seong-Woong; Choi Dong-Wan
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation
Duan Yuxuan; Hong Yan; Niu Li; Zhang Liqing
Supervised Contrastive Few-shot Learning for High-frequency Time Series
Chen Xi; ge cheng; Wang Ming; Wang Jin
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt
Yang zhichao; Kwon Sunjae; Yao Zonghai; Yu Hong
ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning
Rong Yi; Lu Xiongbo; Sun Zhaoyang; Chen Yaxiong; Xiong Shengwu
Neighborhood-Regularized Self-Training for Learning with Few Labels
Xu Ran; Yu Yue; Cui Hejie; Kan Xuan; ZHU Yanqiao; Ho Joyce; Zhang Chao; Yang Carl
Feature Distribution Fitting with Direction-Driven Weighting for Few-shot Images Classification
Wei Xin; Du Wei; Wan Huan; Min Weidong
