Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available In-Context Learning with Iterative Demonstration Selection Oct 15, 2023 Few-Shot Learning In-Context Learning
Code Code Available Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs Oct 15, 2023 Few-Shot Learning Graph Learning
Code Code Available NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining Oct 11, 2023 Anomaly Detection Few-Shot Learning
Code Code Available SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training Oct 3, 2023 Contrastive Learning Equation Discovery
Code Code Available Recurrent Hypernetworks are Surprisingly Strong in Meta-RL Sep 26, 2023 Deep Reinforcement Learning Few-Shot Learning
Code Code Available Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Sep 15, 2023 Domain Generalization Few-Shot Learning
Code Code Available GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection Sep 12, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation Sep 11, 2023 Few-Shot Learning Segmentation
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sep 7, 2023 Action Recognition Cross-Domain Few-Shot
Code Code Available Pretraining Representations for Bioacoustic Few-shot Detection using Supervised Contrastive Learning Sep 2, 2023 Contrastive Learning Data Augmentation
Code Code Available Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Aug 31, 2023 Decoder Few-Shot Learning
Code Code Available AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available Read-only Prompt Optimization for Vision-Language Few-shot Learning Aug 29, 2023 Domain Generalization Few-Shot Learning
Code Code Available Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN Encoders Aug 26, 2023 Few-Shot Learning Image Segmentation
Code Code Available Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
Code Code Available Link-Context Learning for Multimodal LLMs Aug 15, 2023 Few-Shot Learning In-Context Learning
Code Code Available Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning Aug 14, 2023 Few-Shot Learning Reinforcement Learning (RL)
Code Code Available LLMeBench: A Flexible Framework for Accelerating LLMs Benchmarking Aug 9, 2023 Benchmarking Few-Shot Learning
Code Code Available Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures Jul 27, 2023 Automatic Speech Recognition Contrastive Learning
Code Code Available Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach Jul 26, 2023 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Overthinking the Truth: Understanding how Language Models Process False Demonstrations Jul 18, 2023 Few-Shot Learning
Code Code Available Towards Task Sampler Learning for Meta-Learning Jul 18, 2023 Diversity Few-Shot Learning
Code Code Available Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation Jul 14, 2023 Aspect-Based Sentiment Analysis Attribute
Code Code Available Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning Jul 6, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 3D-IDS: Doubly Disentangled Dynamic Intrusion Detection Jul 2, 2023 Disentanglement Few-Shot Learning
Code Code Available Prompting classes: Exploring the Power of Prompt Class Learning in Weakly Supervised Semantic Segmentation Jun 30, 2023 Few-Shot Learning Prompt Learning
Code Code Available ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion Jun 26, 2023 Few-Shot Learning Meta-Learning
Code Code Available RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations Jun 25, 2023 Few-Shot Learning Question Answering
Code Code Available Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Jun 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available FewSAR: A Few-shot SAR Image Classification Benchmark Jun 16, 2023 Classification Few-Shot Learning
Code Code Available Neural Fine-Tuning Search for Few-Shot Learning Jun 15, 2023 Few-Shot Learning Neural Architecture Search
Code Code Available Few-shot bioacoustic event detection at the DCASE 2023 challenge Jun 15, 2023 Event Detection Few-Shot Learning
Code Code Available EventCLIP: Adapting CLIP for Event-based Object Recognition Jun 10, 2023 Few-Shot Learning Object
Code Code Available Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting Systems Jun 3, 2023 Few-Shot Learning Keyword Spotting
Code Code Available Consistency-guided Prompt Learning for Vision-Language Models Jun 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available Task-Equivariant Graph Few-shot Learning May 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
Code Code Available The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification May 29, 2023 Few-Shot Learning image-classification
Code Code Available Learning to Learn from APIs: Black-Box Data-Free Meta-Learning May 28, 2023 Few-Shot Learning Knowledge Distillation
Code Code Available Training on Thin Air: Improve Image Classification with Generated Data May 24, 2023 Data Augmentation Few-Shot Learning
Code Code Available Sentiment Analysis in the Era of Large Language Models: A Reality Check May 24, 2023 Aspect-Based Sentiment Analysis Few-Shot Learning
Code Code Available Improving few-shot learning-based protein engineering with evolutionary sampling May 23, 2023 Few-Shot Learning Protein Design
Code Code Available Is Synthetic Data From Diffusion Models Ready for Knowledge Distillation? May 22, 2023 Data-free Knowledge Distillation Few-Shot Learning
Code Code Available Small Language Models Improve Giants by Rewriting Their Outputs May 22, 2023 Few-Shot Learning In-Context Learning
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