Bias-Eliminated Semantic Refinement for Any-Shot Learning Feb 10, 2022 Few-Shot Learning Generalized Zero-Shot Learning
Code Code Available 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 Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Finetune like you pretrain: Improved finetuning of zero-shot vision models Dec 1, 2022 Descriptive Few-Shot Learning
Code Code Available Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning Mar 1, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Aug 13, 2021 Data Augmentation Few-Shot Learning
Code Code Available Binocular Mutual Learning for Improving Few-shot Classification Aug 27, 2021 Classification Decision Making
Code Code Available Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Jul 23, 2021 Domain Adaptation Few-Shot Learning
Code Code Available 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 EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Dec 8, 2022 Few-Shot Learning Segmentation
Code Code Available Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise May 2, 2023 counterfactual Few-Shot Learning
Code Code Available Generalising via Meta-Examples for Continual Learning in the Wild Jan 28, 2021 Continual Learning Few-Shot Learning
Code Code Available Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach Jul 20, 2022 Few-Shot Learning Meta-Learning
Code Code Available Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting Aug 18, 2021 Classifier calibration Few-Shot Learning
Code Code Available Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Oct 4, 2022 Few-Shot Learning
Code Code Available "Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer Nov 8, 2021 Few-Shot Learning Meta Reinforcement Learning
Code Code Available GPPT: Graph Pre-training and Prompt Tuning to Generalize Graph Neural Networks Aug 14, 2022 Few-Shot Learning Node Classification
Code Code Available ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
Code Code Available GPSFormer: A Global Perception and Local Structure Fitting-based Transformer for Point Cloud Understanding Jul 18, 2024 3D Point Cloud Classification Few-Shot Learning
Code Code Available 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 DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available Graph Prototypical Networks for Few-shot Learning on Attributed Networks Jun 23, 2020 Classification Drug Discovery
Code Code Available GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation May 24, 2022 Few-Shot Learning Semantic Parsing
Code Code Available Boosting on the shoulders of giants in quantum device calibration May 13, 2020 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Group Preference Optimization: Few-Shot Alignment of Large Language Models Oct 17, 2023 Few-Shot Learning Meta-Learning
Code Code Available 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 Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Aug 15, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available 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 Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Jun 20, 2024 Data Augmentation Diversity
Code Code Available Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Bridging Molecular Graphs and Large Language Models Mar 5, 2025 Few-Shot Learning
Code Code Available Hypernetwork approach to Bayesian MAML Oct 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available Hyperseed: Unsupervised Learning with Vector Symbolic Architectures Oct 15, 2021 Few-Shot Learning Language Identification
Code Code Available Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Mar 9, 2020 Few-Shot Learning General Classification
Code Code Available BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification Nov 29, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available DETReg: Unsupervised Pretraining with Region Priors for Object Detection Jun 8, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot Learning Jan 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Apr 30, 2022 Few-Shot Learning
Code Code Available An Explanation of In-context Learning as Implicit Bayesian Inference Nov 3, 2021 Few-Shot Learning In-Context Learning
Code Code Available CaesarNeRF: Calibrated Semantic Representation for Few-shot Generalizable Neural Rendering Nov 27, 2023 Few-Shot Learning NeRF
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
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