| LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAs | Jan 1, 2025 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Column Property Annotation using Large Language Models | Jan 1, 2025 | Columns Property AnnotationColumn Type Annotation | CodeCode Available | 1 |
| Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner | Dec 24, 2024 | Autonomous DrivingDataset Generation | CodeCode Available | 1 |
| SAIL: Sample-Centric In-Context Learning for Document Information Extraction | Dec 22, 2024 | In-Context Learning | CodeCode Available | 1 |
| DS^2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis | Dec 19, 2024 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| HC-LLM: Historical-Constrained Large Language Models for Radiology Report Generation | Dec 15, 2024 | DiagnosticIn-Context Learning | CodeCode Available | 1 |
| ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL | Dec 13, 2024 | In-Context LearningText to SQL | CodeCode Available | 1 |
| RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate Sector | Dec 13, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| Fast Prompt Alignment for Text-to-Image Generation | Dec 11, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 1 |
| Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAs | Dec 3, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding | Dec 3, 2024 | In-Context LearningVideo Understanding | CodeCode Available | 1 |
| VICON: Vision In-Context Operator Networks for Multi-Physics Fluid Dynamics Prediction | Nov 25, 2024 | Computational EfficiencyIn-Context Learning | CodeCode Available | 1 |
| Multi-label Sequential Sentence Classification via Large Language Model | Nov 23, 2024 | Contrastive LearningExtractive Summarization | CodeCode Available | 1 |
| There is no SAMantics! Exploring SAM as a Backbone for Visual Understanding Tasks | Nov 22, 2024 | In-Context Learning | CodeCode Available | 1 |
| SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization | Nov 17, 2024 | In-Context Learning | CodeCode Available | 1 |
| SM3-Text-to-Query: Synthetic Multi-Model Medical Text-to-Query Benchmark | Nov 8, 2024 | In-Context Learning | CodeCode Available | 1 |
| Bio-xLSTM: Generative modeling, representation and in-context learning of biological and chemical sequences | Nov 6, 2024 | Drug DiscoveryIn-Context Learning | CodeCode Available | 1 |
| TI-PREGO: Chain of Thought and In-Context Learning for Online Mistake Detection in PRocedural EGOcentric Videos | Nov 4, 2024 | In-Context LearningMistake Detection | CodeCode Available | 1 |
| Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales? | Oct 31, 2024 | DenoisingIn-Context Learning | CodeCode Available | 1 |
| Real-Time Personalization for LLM-based Recommendation with Customized In-Context Learning | Oct 30, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 1 |
| Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning | Oct 30, 2024 | Computational EfficiencyIn-Context Learning | CodeCode Available | 1 |
| Bayesian scaling laws for in-context learning | Oct 21, 2024 | In-Context LearningSafety Alignment | CodeCode Available | 1 |
| BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression | Oct 20, 2024 | In-Context LearningLong-Context Understanding | CodeCode Available | 1 |
| Cognitive Overload Attack:Prompt Injection for Long Context | Oct 15, 2024 | In-Context LearningLLM Jailbreak | CodeCode Available | 1 |
| RuleRAG: Rule-guided retrieval-augmented generation with language models for question answering | Oct 15, 2024 | In-Context LearningInstruction Following | CodeCode Available | 1 |
| Zero-shot Model-based Reinforcement Learning using Large Language Models | Oct 15, 2024 | In-Context LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| ELICIT: LLM Augmentation via External In-Context Capability | Oct 12, 2024 | In-Context Learning | CodeCode Available | 1 |
| AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction | Oct 10, 2024 | In-Context Learning | CodeCode Available | 1 |
| Metalic: Meta-Learning In-Context with Protein Language Models | Oct 10, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Steering Large Language Models using Conceptors: Improving Addition-Based Activation Engineering | Oct 9, 2024 | In-Context Learning | CodeCode Available | 1 |
| Tree of Problems: Improving structured problem solving with compositionality | Oct 9, 2024 | In-Context Learning | CodeCode Available | 1 |
| Retrieval-Augmented Decision Transformer: External Memory for In-context RL | Oct 9, 2024 | In-Context LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Is C4 Dataset Optimal for Pruning? An Investigation of Calibration Data for LLM Pruning | Oct 9, 2024 | In-Context LearningNetwork Pruning | CodeCode Available | 1 |
| Vector-ICL: In-context Learning with Continuous Vector Representations | Oct 8, 2024 | ClassificationGraph Classification | CodeCode Available | 1 |
| Multimodal Large Language Models for Inverse Molecular Design with Retrosynthetic Planning | Oct 5, 2024 | BenchmarkingDrug Design | CodeCode Available | 1 |
| Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation | Oct 3, 2024 | Few-Shot Semantic SegmentationImage Generation | CodeCode Available | 1 |
| ReLIC: A Recipe for 64k Steps of In-Context Reinforcement Learning for Embodied AI | Oct 3, 2024 | Few-Shot Imitation LearningImitation Learning | CodeCode Available | 1 |
| PersonalLLM: Tailoring LLMs to Individual Preferences | Sep 30, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 1 |
| Text Clustering as Classification with LLMs | Sep 30, 2024 | ClassificationClustering | CodeCode Available | 1 |
| T2Vs Meet VLMs: A Scalable Multimodal Dataset for Visual Harmfulness Recognition | Sep 29, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 1 |
| In-Context Ensemble Learning from Pseudo Labels Improves Video-Language Models for Low-Level Workflow Understanding | Sep 24, 2024 | Ensemble LearningIn-Context Learning | CodeCode Available | 1 |
| In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models | Sep 23, 2024 | In-Context Learning | CodeCode Available | 1 |
| StateAct: State Tracking and Reasoning for Acting and Planning with Large Language Models | Sep 21, 2024 | In-Context Learning | CodeCode Available | 1 |
| Fine-tuning Large Language Models for Entity Matching | Sep 12, 2024 | Data IntegrationEntity Resolution | CodeCode Available | 1 |
| The Compressor-Retriever Architecture for Language Model OS | Sep 2, 2024 | CPUIn-Context Learning | CodeCode Available | 1 |
| Evaluating Named Entity Recognition Using Few-Shot Prompting with Large Language Models | Aug 28, 2024 | In-Context Learningnamed-entity-recognition | CodeCode Available | 1 |
| Causal-Guided Active Learning for Debiasing Large Language Models | Aug 23, 2024 | Active LearningDiversity | CodeCode Available | 1 |
| V-RoAst: Visual Road Assessment. Can VLM be a Road Safety Assessor Using the iRAP Standard? | Aug 20, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| MAG-SQL: Multi-Agent Generative Approach with Soft Schema Linking and Iterative Sub-SQL Refinement for Text-to-SQL | Aug 15, 2024 | In-Context LearningText to SQL | CodeCode Available | 1 |
| ArabLegalEval: A Multitask Benchmark for Assessing Arabic Legal Knowledge in Large Language Models | Aug 15, 2024 | In-Context LearningMMLU | CodeCode Available | 1 |
