Bias-Eliminated Semantic Refinement for Any-Shot Learning Feb 10, 2022 Few-Shot Learning Generalized Zero-Shot Learning
Code Code Available 5 Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Nov 30, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available 5 DETReg: Unsupervised Pretraining with Region Priors for Object Detection Jun 8, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning Aug 14, 2023 Few-Shot Learning Reinforcement Learning (RL)
Code Code Available 5 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available 5 Hyperseed: Unsupervised Learning with Vector Symbolic Architectures Oct 15, 2021 Few-Shot Learning Language Identification
Code Code Available 5 Binocular Mutual Learning for Improving Few-shot Classification Aug 27, 2021 Classification Decision Making
Code Code Available 5 Code Summarization Beyond Function Level Feb 23, 2025 Code Summarization Few-Shot Learning
Code Code Available 5 BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jan 25, 2019 Drug–drug Interaction Extraction Few-Shot Learning
Code Code Available 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 Few Shot Medical Image Segmentation with Cross Attention Transformer Mar 24, 2023 Few-Shot Learning Image Segmentation
Code Code Available 5 Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available 5 Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach Jul 20, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available 5 Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Mar 7, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Few-shot Natural Language Generation for Task-Oriented Dialog Feb 27, 2020 Data-to-Text Generation Few-Shot Learning
Code Code Available 5 Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available 5 Boosting Few-Shot Classification with View-Learnable Contrastive Learning Jul 20, 2021 Classification Contrastive Learning
Code Code Available 5 Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Oct 4, 2022 Few-Shot Learning
Code Code Available 5 Few-Shot Learning with Siamese Networks and Label Tuning Mar 28, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available 5 Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data Feb 1, 2023 Few-Shot Learning
Code Code Available 5 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning Sep 28, 2022 Few-Shot Learning
Code Code Available 5 Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks Jan 24, 2021 Few-Shot Learning Representation Learning
Code Code Available 5 BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Jun 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available 5 Boosting on the shoulders of giants in quantum device calibration May 13, 2020 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 In-Context Learning with Iterative Demonstration Selection Oct 15, 2023 Few-Shot Learning In-Context Learning
Code Code Available 5 A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level Dec 31, 2021 Few-Shot Learning Language Modelling
Code Code Available 5 DPGN: Distribution Propagation Graph Network for Few-shot Learning Mar 31, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Few-Shot Learning with Visual Distribution Calibration and Cross-Modal Distribution Alignment May 19, 2023 Few-Shot Learning
Code Code Available 5 ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
Code Code Available 5 Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available 5 Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm Jan 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Jun 20, 2024 Data Augmentation Diversity
Code Code Available 5 Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available 5 A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Bridging Molecular Graphs and Large Language Models Mar 5, 2025 Few-Shot Learning
Code Code Available 5 EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available 5 Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available 5 Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Mar 9, 2020 Few-Shot Learning General Classification
Code Code Available 5 BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification Nov 29, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available 5 Few-shot Network Anomaly Detection via Cross-network Meta-learning Feb 22, 2021 Anomaly Detection Few-Shot Learning
Code Code Available 5 Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Apr 30, 2022 Few-Shot Learning
Code Code Available 5 An Explanation of In-context Learning as Implicit Bayesian Inference Nov 3, 2021 Few-Shot Learning In-Context Learning
Code Code Available 5 CaesarNeRF: Calibrated Semantic Representation for Few-shot Generalizable Neural Rendering Nov 27, 2023 Few-Shot Learning NeRF
Code Code Available 5 CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available 5 