| 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 |
| ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning | Jan 1, 2025 | Few-Shot LearningImage Generation | 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 |
