Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking Few-Shot Image Classification
Code Code Available 5 Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available 5 Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise May 2, 2023 counterfactual Few-Shot Learning
Code Code Available 5 DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available 5 Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available 5 Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
Code Code Available 5 A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
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 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 BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available 5 ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models Sep 21, 2024 Few-Shot Learning Instruction Following
Code Code Available 5 Binocular Mutual Learning for Improving Few-shot Classification Aug 27, 2021 Classification Decision Making
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 DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
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 AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
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 Defining Benchmarks for Continual Few-Shot Learning Apr 15, 2020 continual few-shot learning Continual 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 Bias-Eliminated Semantic Refinement for Any-Shot Learning Feb 10, 2022 Few-Shot Learning Generalized Zero-Shot 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 Boosting on the shoulders of giants in quantum device calibration May 13, 2020 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective Aug 26, 2022 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available 5 Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data Jul 21, 2021 Few-Shot Learning Image Segmentation
Code Code Available 5 Better Few-Shot Relation Extraction with Label Prompt Dropout Oct 25, 2022 Few-Shot Learning Relation
Code Code Available 5 AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Dec 23, 2024 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available 5 Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-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 Better Generalized Few-Shot Learning Even Without Base Data Nov 29, 2022 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available 5 Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Mar 6, 2020 Few-Shot Learning Model Selection
Code Code Available 5 Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available 5 DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available 5 BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available 5 Adversarial Feature Hallucination Networks for Few-Shot Learning Mar 30, 2020 Data Augmentation Diversity
Code Code Available 5 Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
Code Code Available 5 DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Apr 16, 2025 Few-Shot Learning Interactive Segmentation
Code Code Available 5 DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
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 D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Dec 3, 2023 Action Recognition Few-Shot action recognition
Code Code Available 5 Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Jun 20, 2024 Data Augmentation Diversity
Code Code Available 5 GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection Sep 12, 2023 Anomaly Detection Few-Shot Learning
Code Code Available 5 BankNote-Net: Open dataset for assistive universal currency recognition Apr 7, 2022 Contrastive Learning Few-Shot Learning
Code Code Available 5 Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available 5 Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available 5 Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available 5 Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 