Self-Supervised Few-Shot Learning for Ischemic Stroke Lesion Segmentation Mar 2, 2023 Few-Shot Learning Ischemic Stroke Lesion Segmentation
Code Code Available CLR-GAM: Contrastive Point Cloud Learning with Guided Augmentation and Feature Mapping Feb 28, 2023 3D Point Cloud Classification Contrastive Learning
— Unverified Meta-Learning with Adaptive Weighted Loss for Imbalanced Cold-Start Recommendation Feb 28, 2023 Few-Shot Learning Meta-Learning
Code Code Available Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning Feb 28, 2023 Few-Shot Learning Meta-Learning
Code Code Available DEff-GAN: Diverse Attribute Transfer for Few-Shot Image Synthesis Feb 28, 2023 Attribute Diversity
Code Code Available Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Feb 27, 2023 Contrastive Learning Few-Shot Learning
Code Code Available LLaMA: Open and Efficient Foundation Language Models Feb 27, 2023 Arithmetic Reasoning Code Generation
Code Code Available AugGPT: Leveraging ChatGPT for Text Data Augmentation Feb 25, 2023 Data Augmentation Few-Shot Learning
Code Code Available Language Models are Few-shot Learners for Prognostic Prediction Feb 24, 2023 Few-Shot Learning Prediction
— Unverified Pre-Finetuning for Few-Shot Emotional Speech Recognition Feb 24, 2023 Few-Shot Learning speech-recognition
Code Code Available Small Sample Hyperspectral Image Classification Based on the Random Patches Network and Recursive Filtering Feb 23, 2023 Classification Dimensionality Reduction
Code Code Available One Fits All:Power General Time Series Analysis by Pretrained LM Feb 23, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Sentence Simplification via Large Language Models Feb 23, 2023 Few-Shot Learning Sentence
Code Code Available KG-ECO: Knowledge Graph Enhanced Entity Correction for Query Rewriting Feb 21, 2023 Entity Retrieval Few-Shot Learning
— Unverified Mask-guided BERT for Few Shot Text Classification Feb 21, 2023 Classification Contrastive Learning
— Unverified Few-Shot Point Cloud Semantic Segmentation via Contrastive Self-Supervision and Multi-Resolution Attention Feb 21, 2023 Contrastive Learning Few-Shot Learning
— Unverified Meta-World Conditional Neural Processes Feb 20, 2023 Few-Shot Learning Hallucination
— Unverified Few-shot Multimodal Multitask Multilingual Learning Feb 19, 2023 Few-Shot Learning In-Context Learning
— Unverified DGP-Net: Dense Graph Prototype Network for Few-Shot SAR Target Recognition Feb 19, 2023 Few-Shot Learning
— Unverified Neural Attention Memory Feb 18, 2023 Few-Shot Learning Zero-shot Generalization
— Unverified StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Feb 18, 2023 Adversarial Attack Cross-Domain Few-Shot
Code Code Available An Adaptive Plug-and-Play Network for Few-Shot Learning Feb 18, 2023 Few-Shot Learning
— Unverified Scalable Prompt Generation for Semi-supervised Learning with Language Models Feb 18, 2023 Few-Shot Learning Natural Language Understanding
— Unverified Few-shot 3D LiDAR Semantic Segmentation for Autonomous Driving Feb 17, 2023 Autonomous Driving Few-Shot Learning
— Unverified CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19 Feb 17, 2023 Computed Tomography (CT) COVID-19 Diagnosis
— Unverified Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification Feb 16, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Feb 16, 2023 Few-Shot Learning Language Modeling
— Unverified Conversation Style Transfer using Few-Shot Learning Feb 16, 2023 Few-Shot Learning In-Context Learning
— Unverified Few-shot learning approaches for classifying low resource domain specific software requirements Feb 14, 2023 Few-Shot Learning
— Unverified An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation Feb 13, 2023 Few-Shot Learning Language Modelling
Code Code Available Distillation of encoder-decoder transformers for sequence labelling Feb 10, 2023 Decoder Few-Shot Learning
— Unverified Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning Feb 9, 2023 Few-Shot Learning Image Captioning
— Unverified A Systematic Evaluation and Benchmark for Embedding-Aware Generative Models: Features, Models, and Any-shot Scenarios Feb 8, 2023 Few-Shot Learning Zero-Shot Learning
— Unverified CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models Feb 8, 2023 Benchmarking Few-Shot Learning
— Unverified Gestalt-Guided Image Understanding for Few-Shot Learning Feb 8, 2023 Few-Shot Learning
Code Code Available AutoWS: Automated Weak Supervision Framework for Text Classification Feb 7, 2023 Active Learning Classification
— Unverified Hebbian and Gradient-based Plasticity Enables Robust Memory and Rapid Learning in RNNs Feb 7, 2023 Few-Shot Learning
Code Code Available Meta-Learning Siamese Network for Few-Shot Text Classification Feb 5, 2023 Classification Descriptive
Code Code Available Revisiting Discriminative vs. Generative Classifiers: Theory and Implications Feb 5, 2023 Few-Shot Learning Image Classification
Code Code Available Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property Prediction Feb 4, 2023 Few-Shot Learning Molecular Docking
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available The unreasonable effectiveness of few-shot learning for machine translation Feb 2, 2023 Decoder Few-Shot Learning
— Unverified Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data Feb 1, 2023 Few-Shot Learning
Code Code Available Differentiable Entailment for Parameter Efficient Few Shot Learning Jan 31, 2023 Few-Shot Learning
— Unverified IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing Jan 31, 2023 Anomaly Detection Continual Learning
Code Code Available Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning Jan 27, 2023 Few-Shot Learning GSM8K
Code Code Available Alignment with human representations supports robust few-shot learning Jan 27, 2023 Few-Shot Learning
— Unverified Explore the Power of Dropout on Few-shot Learning Jan 26, 2023 Deep Learning Few-Shot Image Classification
— Unverified FewShotTextGCN: K-hop neighborhood regularization for few-shot learning on graphs Jan 25, 2023 Document Classification Few-Shot Learning
— Unverified 