Masked Autoencoders for Point Cloud Self-supervised Learning Mar 13, 2022 3D Part Segmentation 3D Point Cloud Classification
Code Code Available 5 SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL Feb 17, 2025 Few-Shot Learning Heuristic Search
Code Code Available 5 Multimodal C4: An Open, Billion-scale Corpus of Images Interleaved with Text Apr 14, 2023 Few-Shot Learning
Code Code Available 5 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 5 One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning Jun 13, 2023 All Domain Generalization
Code Code Available 5 A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model May 3, 2024 Decision Making Few-Shot Learning
Code Code Available 5 Logits DeConfusion with CLIP for Few-Shot Learning Apr 16, 2025 Few-Shot Learning
Code Code Available 5 Boosting Vision-Language Models with Transduction Jun 3, 2024 Few-Shot Learning Transductive Learning
Code Code Available 5 LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process Thinking Jan 14, 2025 Autonomous Driving Decision Making
Code Code Available 5 Large Language Models are Zero-Shot Reasoners May 24, 2022 Arithmetic Reasoning Common Sense Reasoning
Code Code Available 5 An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation Feb 13, 2023 Few-Shot Learning Language Modelling
Code Code Available 5 Cedille: A large autoregressive French language model Feb 7, 2022 Few-Shot Learning Language Modeling
Code Code Available 5 Large Language Models to Enhance Bayesian Optimization Feb 6, 2024 Bayesian Optimization Few-Shot Learning
Code Code Available 5 PaLM: Scaling Language Modeling with Pathways Apr 5, 2022 Auto Debugging Code Generation
Code Code Available 5 In-BoXBART: Get Instructions into Biomedical Multi-Task Learning Apr 15, 2022 Few-Shot Learning Multi-Task Learning
Code Code Available 5 AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Aug 2, 2022 Causal Language Modeling Common Sense Reasoning
Code Code Available 5 Hungry Hungry Hippos: Towards Language Modeling with State Space Models Dec 28, 2022 8k Coreference Resolution
Code Code Available 5 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 5 Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation Feb 19, 2024 Denoising Few-Shot Learning
Code Code Available 5 Few-Shot Scene Classification of Optical Remote Sensing Images Leveraging Calibrated Pretext Tasks Jul 6, 2022 Contrastive Learning Few-Shot Learning
Code Code Available 5 GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs Oct 14, 2024 Few-Shot Learning TAG
Code Code Available 5 AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation Jul 5, 2024 Action Recognition Few-Shot Image Classification
Code Code Available 5 FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding Sep 17, 2020 Few-Shot Learning
Code Code Available 5 Few-Shot Bearing Fault Diagnosis Via Ensembling Transformer-Based Model With Mahalanobis Distance Metric Learning From Multiscale Features Mar 25, 2024 Classification Fault Diagnosis
Code Code Available 5 BBTv2: Towards a Gradient-Free Future with Large Language Models May 23, 2022 Few-Shot Learning Language Modelling
Code Code Available 5 GR-MG: Leveraging Partially Annotated Data via Multi-Modal Goal-Conditioned Policy Aug 26, 2024 Few-Shot Learning Image Generation
Code Code Available 5 Improving Factuality and Reasoning in Language Models through Multiagent Debate May 23, 2023 Few-Shot Learning Language Modeling
Code Code Available 5 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 5 Feature Learning in Infinite-Width Neural Networks Nov 30, 2020 Few-Shot Learning Transfer Learning
Code Code Available 5 Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies Oct 16, 2023 Few-Shot Learning Time Series
Code Code Available 5 Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation Jul 27, 2023 3D geometry Few-Shot Learning
Code Code Available 5 AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning Apr 13, 2024 Few-Shot Learning
Code Code Available 5 DCT-Net: Domain-Calibrated Translation for Portrait Stylization Jul 6, 2022 Few-Shot Learning Style Transfer
Code Code Available 5 Big Transfer (BiT): General Visual Representation Learning Dec 24, 2019 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 LibFewShot: A Comprehensive Library for Few-shot Learning Sep 10, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available 5 Continual Training of Language Models for Few-Shot Learning Oct 11, 2022 Continual Learning Continual Pretraining
Code Code Available 5 DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jul 19, 2023 Conversational Recommendation Diversity
Code Code Available 5 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 5 Atlas: Few-shot Learning with Retrieval Augmented Language Models Aug 5, 2022 Fact Checking Few-Shot Learning
Code Code Available 5 mGPT: Few-Shot Learners Go Multilingual Apr 15, 2022 Cross-Lingual Natural Language Inference Cross-Lingual Paraphrase Identification
Code Code Available 5 Language Model Cascades Jul 21, 2022 Few-Shot Learning Language Modeling
Code Code Available 5 Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Jan 16, 2023 Audio Classification Few-Shot Learning
Code Code Available 5 AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 May 23, 2024 Anomaly Detection Anomaly Segmentation
Code Code Available 5 Neural Prompt Search Jun 9, 2022 Few-Shot Learning Image Classification
Code Code Available 5 PCP-MAE: Learning to Predict Centers for Point Masked Autoencoders Aug 16, 2024 3D Object Classification 3D Point Cloud Classification
Code Code Available 5 A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Dec 3, 2021 Active Learning Deep Learning
Code Code Available 5 A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 A Closer Look at Few-Shot 3D Point Cloud Classification Mar 31, 2023 3D Point Cloud Classification Few-Shot 3D Point Cloud Classification
Code Code Available 5 Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 