MedConceptsQA: Open Source Medical Concepts QA Benchmark May 12, 2024 Few-Shot Learning Question Answering
Code Code Available UniFS: Universal Few-shot Instance Perception with Point Representations Apr 30, 2024 Few-Shot Learning Few-Shot Object Detection
Code Code Available AAPL: Adding Attributes to Prompt Learning for Vision-Language Models Apr 25, 2024 Data Augmentation Domain Generalization
Code Code Available Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning Apr 15, 2024 Few-Shot Learning In-Context Learning
Code Code Available The Devil is in the Few Shots: Iterative Visual Knowledge Completion for Few-shot Learning Apr 15, 2024 Few-Shot Learning Zero-Shot Learning
Code Code Available Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models Apr 9, 2024 Few-Shot Learning Language Modelling
Code Code Available MatchSeg: Towards Better Segmentation via Reference Image Matching Mar 23, 2024 Domain Generalization Few-Shot Learning
Code Code Available Enhancing Vision-Language Few-Shot Adaptation with Negative Learning Mar 19, 2024 Computational Efficiency Domain Generalization
Code Code Available TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic Tasks Mar 14, 2024 Domain Adaptation Few-Shot Learning
Code Code Available ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Mar 9, 2024 Few-Shot Learning Language Modeling
Code Code Available Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Mar 7, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Few-shot Learner Parameterization by Diffusion Time-steps Mar 5, 2024 Few-Shot Learning Inductive Bias
Code Code Available Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning Mar 4, 2024 Contrastive Learning Cross-Domain Few-Shot
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 Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning Time Series
Code Code Available Parameter-efficient Prompt Learning for 3D Point Cloud Understanding Feb 24, 2024 Few-Shot Learning Prompt Engineering
Code Code Available SportQA: A Benchmark for Sports Understanding in Large Language Models Feb 24, 2024 Few-Shot Learning Multiple-choice
Code Code Available In-Context Learning Demonstration Selection via Influence Analysis Feb 19, 2024 Few-Shot Learning In-Context Learning
Code Code Available All in One and One for All: A Simple yet Effective Method towards Cross-domain Graph Pretraining Feb 15, 2024 All Few-Shot Learning
Code Code Available Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models Feb 6, 2024 Few-Shot Learning Knowledge Distillation
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available A Survey of Few-Shot Learning on Graphs: from Meta-Learning to Pre-Training and Prompt Learning Feb 2, 2024 Few-Shot Learning Graph Representation Learning
Code Code Available On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification Feb 2, 2024 Audio Classification Few-Shot Audio Classification
Code Code Available Reviving Undersampling for Long-Tailed Learning Jan 30, 2024 Few-Shot Learning
Code Code Available Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior Jan 9, 2024 Few-Shot Learning Prompt Engineering
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available A Prompt Learning Framework for Source Code Summarization Dec 26, 2023 Code Summarization Few-Shot Learning
Code Code Available Self-Supervised Learning for Few-Shot Bird Sound Classification Dec 25, 2023 Classification Few-Shot Learning
Code Code Available MetaScript: Few-Shot Handwritten Chinese Content Generation via Generative Adversarial Networks Dec 25, 2023 Few-Shot Learning
Code Code Available ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval Dec 19, 2023 Few-Shot Learning Retrieval
Code Code Available Extending Context Window of Large Language Models via Semantic Compression Dec 15, 2023 Few-Shot Learning Information Retrieval
Code Code Available Prompt Engineering-assisted Malware Dynamic Analysis Using GPT-4 Dec 13, 2023 Few-Shot Learning Language Modelling
Code Code Available Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Dec 8, 2023 class-incremental learning Class Incremental Learning
Code Code Available Parameter-Efficient Transfer Learning of Audio Spectrogram Transformers Dec 6, 2023 Audio Classification 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 Evaluating General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks Dec 4, 2023 Few-Shot Learning Medical Image Analysis
Code Code Available 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 Simple Semantic-Aided Few-Shot Learning Nov 30, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available CaesarNeRF: Calibrated Semantic Representation for Few-shot Generalizable Neural Rendering Nov 27, 2023 Few-Shot Learning NeRF
Code Code Available ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection Nov 26, 2023 Few-Shot Learning Out-of-Distribution Detection
Code Code Available Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View Nov 24, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Point Cloud Self-supervised Learning via 3D to Multi-view Masked Autoencoder Nov 17, 2023 3D Object Classification 3D Object Detection
Code Code Available Multilingual Mathematical Autoformalization Nov 7, 2023 Few-Shot Learning Language Acquisition
Code Code Available Meta-Adapter: An Online Few-shot Learner for Vision-Language Model Nov 7, 2023 Few-Shot Learning image-classification
Code Code Available Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning Oct 31, 2023 Few-Shot Learning Offline RL
Code Code Available On Bilingual Lexicon Induction with Large Language Models Oct 21, 2023 Bilingual Lexicon Induction Cross-Lingual Word Embeddings
Code Code Available CLARA: Multilingual Contrastive Learning for Audio Representation Acquisition Oct 18, 2023 Audio Classification Contrastive 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 Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models Oct 17, 2023 Document-level Relation Extraction Few-Shot Learning
Code Code Available Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
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