Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation Feb 19, 2024 Denoising Few-Shot Learning
Code Code Available BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains Feb 15, 2024 Few-Shot Learning Medical Question Answering
Code Code Available Large Language Models to Enhance Bayesian Optimization Feb 6, 2024 Bayesian Optimization Few-Shot Learning
Code Code Available EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records Jan 13, 2024 Code Generation Few-Shot Learning
Code Code Available Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies Oct 16, 2023 Few-Shot Learning Time Series
Code Code Available nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Sep 29, 2023 Few-Shot Learning Heart Segmentation
Code Code Available Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation Jul 27, 2023 3D geometry Few-Shot Learning
Code Code Available DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jul 19, 2023 Conversational Recommendation Diversity
Code Code Available One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning Jun 13, 2023 All Domain Generalization
Code Code Available The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning May 23, 2023 Common Sense Reasoning Common Sense Reasoning (Zero-Shot)
Code Code Available Improving Factuality and Reasoning in Language Models through Multiagent Debate May 23, 2023 Few-Shot Learning Language Modeling
Code Code Available PointGPT: Auto-regressively Generative Pre-training from Point Clouds May 19, 2023 3D Point Cloud Classification Decoder
Code Code Available Multimodal C4: An Open, Billion-scale Corpus of Images Interleaved with Text Apr 14, 2023 Few-Shot Learning
Code Code Available Universal Few-shot Learning of Dense Prediction Tasks with Visual Token Matching Mar 27, 2023 Decoder Few-Shot Learning
Code Code Available ReVersion: Diffusion-Based Relation Inversion from Images Mar 23, 2023 Contrastive Learning Few-Shot Learning
Code Code Available Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners Mar 3, 2023 Few-Shot Learning Representation Learning
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 An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation Feb 13, 2023 Few-Shot Learning Language Modelling
Code Code Available Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Jan 16, 2023 Audio Classification Few-Shot Learning
Code Code Available Hungry Hungry Hippos: Towards Language Modeling with State Space Models Dec 28, 2022 8k Coreference Resolution
Code Code Available Continual Training of Language Models for Few-Shot Learning Oct 11, 2022 Continual Learning Continual Pretraining
Code Code Available Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Aug 8, 2022 Aerial Scene Classification Few-Shot Learning
Code Code Available Atlas: Few-shot Learning with Retrieval Augmented Language Models Aug 5, 2022 Fact Checking Few-Shot Learning
Code Code Available AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Aug 2, 2022 Causal Language Modeling Common Sense Reasoning
Code Code Available Language Model Cascades Jul 21, 2022 Few-Shot Learning Language Modeling
Code Code Available Few-Shot Scene Classification of Optical Remote Sensing Images Leveraging Calibrated Pretext Tasks Jul 6, 2022 Contrastive Learning Few-Shot Learning
Code Code Available DCT-Net: Domain-Calibrated Translation for Portrait Stylization Jul 6, 2022 Few-Shot Learning Style Transfer
Code Code Available Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement Learning Jun 17, 2022 Few-Shot Learning Offline RL
Code Code Available Neural Prompt Search Jun 9, 2022 Few-Shot Learning Image Classification
Code Code Available Large Language Models are Zero-Shot Reasoners May 24, 2022 Arithmetic Reasoning Common Sense Reasoning
Code Code Available BBTv2: Towards a Gradient-Free Future with Large Language Models May 23, 2022 Few-Shot Learning Language Modelling
Code Code Available mGPT: Few-Shot Learners Go Multilingual Apr 15, 2022 Cross-Lingual Natural Language Inference Cross-Lingual Paraphrase Identification
Code Code Available In-BoXBART: Get Instructions into Biomedical Multi-Task Learning Apr 15, 2022 Few-Shot Learning Multi-Task Learning
Code Code Available PaLM: Scaling Language Modeling with Pathways Apr 5, 2022 Auto Debugging Code Generation
Code Code Available Masked Autoencoders for Point Cloud Self-supervised Learning Mar 13, 2022 3D Part Segmentation 3D Point Cloud Classification
Code Code Available CampNet: Context-Aware Mask Prediction for End-to-End Text-Based Speech Editing Feb 21, 2022 Few-Shot Learning Sentence
Code Code Available Cedille: A large autoregressive French language model Feb 7, 2022 Few-Shot Learning Language Modeling
Code Code Available UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Jan 16, 2022 Few-Shot Learning Question Answering
Code Code Available LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Sep 10, 2021 Few-Shot Learning In-Context Learning
Code Code Available Feature Learning in Infinite-Width Neural Networks Nov 30, 2020 Few-Shot Learning Transfer Learning
Code Code Available FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding Sep 17, 2020 Few-Shot Learning
Code Code Available Global Convergence and Generalization Bound of Gradient-Based Meta-Learning with Deep Neural Nets Jun 25, 2020 Few-Shot Learning Meta-Learning
Code Code Available Big Transfer (BiT): General Visual Representation Learning Dec 24, 2019 Few-Shot Learning Fine-Grained Image Classification
Code Code Available Prototypical Networks for Few-shot Learning Mar 15, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data May 30, 2025 Continual Learning Few-Shot Learning
Code Code Available MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs May 26, 2025 Articles Few-Shot Learning
Code Code Available Object-level Cross-view Geo-localization with Location Enhancement and Multi-Head Cross Attention May 23, 2025 Few-Shot Learning geo-localization
Code Code Available MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-Tuning May 23, 2025 Few-Shot Learning Question Answering
Code Code Available Spectral-Spatial Self-Supervised Learning for Few-Shot Hyperspectral Image Classification May 18, 2025 Classification Of Hyperspectral Images Diversity
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