DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available 5 Few-Shot Semantic Parsing for New Predicates Jan 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors Apr 14, 2020 3D Reconstruction Decoder
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 Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Apr 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Few-Shot Unsupervised Continual Learning through Meta-Examples Sep 17, 2020 Clustering Continual Learning
Code Code Available 5 Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 Few-Shot Video Object Detection Apr 30, 2021 Diversity Few-Shot Learning
Code Code Available 5 Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving 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 Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles 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 FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available 5 Finetune like you pretrain: Improved finetuning of zero-shot vision models Dec 1, 2022 Descriptive Few-Shot 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 Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available 5 FlamePINN-1D: Physics-informed neural networks to solve forward and inverse problems of 1D laminar flames Jun 7, 2024 Few-Shot Learning
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 AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available 5 FLEX: Unifying Evaluation for Few-Shot NLP Jul 15, 2021 Few-Shot Learning Language Modeling
Code Code Available 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples Jun 8, 2022 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 FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Nov 22, 2024 Diagnostic 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 DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available 5 From LSAT: The Progress and Challenges of Complex Reasoning Aug 2, 2021 Few-Shot Learning Logical Reasoning
Code Code Available 5 EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Dec 8, 2022 Few-Shot Learning Segmentation
Code Code Available 5 Generalising via Meta-Examples for Continual Learning in the Wild Jan 28, 2021 Continual Learning Few-Shot Learning
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 Few-shot Network Anomaly Detection via Cross-network Meta-learning Feb 22, 2021 Anomaly Detection Few-Shot Learning
Code Code Available 5 Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters Aug 12, 2020 Attribute Decision Making
Code Code Available 5 Prompt Engineering-assisted Malware Dynamic Analysis Using GPT-4 Dec 13, 2023 Few-Shot Learning Language Modelling
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 DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available 5 Generalization-Enhanced Few-Shot Object Detection in Remote Sensing Jan 5, 2025 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 Linear algebra with transformers Dec 3, 2021 Automated Theorem Proving 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 ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval Dec 19, 2023 Few-Shot Learning Retrieval
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 ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion Jun 26, 2023 Few-Shot Learning Meta-Learning
Code Code Available 5 Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
Code Code Available 5 Making Pre-trained Language Models Better Few-shot Learners Dec 31, 2020 Few-Shot Learning Zero-Shot Text Classification
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 Meta-Learning with Implicit Gradients Sep 10, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning Time Series
Code Code Available 5 ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition Apr 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning Jan 12, 2023 Few-Shot Learning Image Captioning
Code Code Available 5 