EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Dec 8, 2022 Few-Shot Learning Segmentation
Code Code Available Finetune like you pretrain: Improved finetuning of zero-shot vision models Dec 1, 2022 Descriptive Few-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 Better Generalized Few-Shot Learning Even Without Base Data Nov 29, 2022 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available RankDNN: Learning to Rank for Few-shot Learning Nov 28, 2022 Few-Shot Learning image-classification
Code Code Available TEMPERA: Test-Time Prompting via Reinforcement Learning Nov 21, 2022 Few-Shot Learning Natural Language Inference
Code Code Available QAmeleon: Multilingual QA with Only 5 Examples Nov 15, 2022 Few-Shot Learning Question Answering
Code Code Available Retrieval-Augmented Generative Question Answering for Event Argument Extraction Nov 14, 2022 Event Argument Extraction Few-Shot Learning
Code Code Available AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available Point-DAE: Denoising Autoencoders for Self-supervised Point Cloud Learning Nov 13, 2022 3D Object Detection Decoder
Code Code Available miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings Nov 9, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Nov 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid Oct 30, 2022 Few-Shot Learning Selection bias
Code Code Available Better Few-Shot Relation Extraction with Label Prompt Dropout Oct 25, 2022 Few-Shot Learning Relation
Code Code Available Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Graphs, Constraints, and Search for the Abstraction and Reasoning Corpus Oct 18, 2022 ARC Benchmarking
Code Code Available Meta-Learning via Classifier(-free) Diffusion Guidance Oct 17, 2022 Few-Shot Learning Image Generation
Code Code Available RARR: Researching and Revising What Language Models Say, Using Language Models Oct 17, 2022 Few-Shot Learning Language Modeling
Code Code Available Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning Oct 14, 2022 Few-Shot Learning Machine Reading Comprehension
Code Code Available Unified Vision and Language Prompt Learning Oct 13, 2022 Domain Generalization Few-Shot Learning
Code Code Available Self-Attention Message Passing for Contrastive Few-Shot Learning Oct 12, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis Oct 12, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning Oct 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Hypernetwork approach to Bayesian MAML Oct 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available Bayesian Prompt Learning for Image-Language Model Generalization Oct 5, 2022 Few-Shot Learning Language Modeling
Code Code Available Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Oct 4, 2022 Few-Shot Learning
Code Code Available CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Oct 3, 2022 3D Point Cloud Classification Contrastive Learning
Code Code Available LASP: Text-to-Text Optimization for Language-Aware Soft Prompting of Vision & Language Models Oct 3, 2022 Few-Shot Learning Language Modelling
Code Code Available An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning Sep 28, 2022 Few-Shot Learning
Code Code Available Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models Sep 20, 2022 Few-Shot Learning Language Modeling
Code Code Available FETA: Towards Specializing Foundation Models for Expert Task Applications Sep 8, 2022 Domain Generalization Few-Shot Learning
Code Code Available 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 Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
Code Code Available Transductive Decoupled Variational Inference for Few-Shot Classification Aug 22, 2022 Classification Few-Shot Image Classification
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 GPPT: Graph Pre-training and Prompt Tuning to Generalize Graph Neural Networks Aug 14, 2022 Few-Shot Learning Node Classification
Code Code Available Few-shot Adaptation Works with UnpredicTable Data Aug 1, 2022 Domain Adaptation Few-Shot Learning
Code Code Available Few-shot Learning with Class-Covariance Metric for Hyperspectral Image Classification Jul 26, 2022 Few-Shot Learning Hyperspectral Image Classification
Code Code Available Rethinking Few-Shot Object Detection on a Multi-Domain Benchmark Jul 22, 2022 Few-Shot Learning Few-Shot Object Detection
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 Self-Supervision Can Be a Good Few-Shot Learner Jul 19, 2022 cross-domain few-shot learning Few-Shot Image Classification
Code Code Available Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression Recognition Jul 16, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Segment-level Metric Learning for Few-shot Bioacoustic Event Detection Jul 15, 2022 Event Detection Few-Shot Learning
Code Code Available Convolutional Bypasses Are Better Vision Transformer Adapters Jul 14, 2022 Few-Shot Learning Inductive Bias
Code Code Available Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation Jul 14, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named Entities Jul 11, 2022 Articles Few-Shot Learning
Code Code Available Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Jun 30, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Task-Adaptive Few-shot Node Classification Jun 23, 2022 Classification Few-Shot Learning
Code Code Available Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 