| Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks | Feb 6, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 3 |
| AutoTimes: Autoregressive Time Series Forecasters via Large Language Models | Feb 4, 2024 | DecoderIn-Context Learning | CodeCode Available | 3 |
| In-Context Learning for Extreme Multi-Label Classification | Jan 22, 2024 | ClassificationExtreme Multi-Label Classification | CodeCode Available | 3 |
| Generative Multimodal Models are In-Context Learners | Dec 20, 2023 | In-Context LearningPersonalized Image Generation | CodeCode Available | 3 |
| AnomalyGPT: Detecting Industrial Anomalies Using Large Vision-Language Models | Aug 29, 2023 | Anomaly DetectionIn-Context Learning | CodeCode Available | 3 |
| Fine-Tuning Language Models with Just Forward Passes | May 27, 2023 | GPUIn-Context Learning | CodeCode Available | 3 |
| Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human Supervision | May 4, 2023 | DiversityIn-Context Learning | CodeCode Available | 3 |
| Large Language Models Are Human-Level Prompt Engineers | Nov 3, 2022 | Few-Shot LearningIn-Context Learning | CodeCode Available | 3 |
| ConTextTab: A Semantics-Aware Tabular In-Context Learner | Jun 12, 2025 | In-Context LearningWorld Knowledge | CodeCode Available | 2 |
| CausalPFN: Amortized Causal Effect Estimation via In-Context Learning | Jun 9, 2025 | Decision MakingHeterogeneous Treatment Effect Estimation | CodeCode Available | 2 |
| Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap | Mar 27, 2025 | Autonomous DrivingIn-Context Learning | CodeCode Available | 2 |
| NeoBERT: A Next-Generation BERT | Feb 26, 2025 | In-Context LearningMTEB Benchmark | CodeCode Available | 2 |
| OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language Models | Feb 26, 2025 | In-Context LearningKnowledge Graphs | CodeCode Available | 2 |
| JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMs | Feb 17, 2025 | ImputationIn-Context Learning | CodeCode Available | 2 |
| Enhancing Retrieval-Augmented Generation: A Study of Best Practices | Jan 13, 2025 | In-Context LearningRAG | CodeCode Available | 2 |
| X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models | Dec 2, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 2 |
| KV Shifting Attention Enhances Language Modeling | Nov 29, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 2 |
| AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers | Nov 17, 2024 | In-Context LearningMeta-Learning | CodeCode Available | 2 |
| Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization | Nov 1, 2024 | Computational EfficiencyIn-Context Learning | CodeCode Available | 2 |
| What is Wrong with Perplexity for Long-context Language Modeling? | Oct 31, 2024 | Document SummarizationIn-Context Learning | CodeCode Available | 2 |
| TabDPT: Scaling Tabular Foundation Models | Oct 23, 2024 | In-Context LearningSelf-Supervised Learning | CodeCode Available | 2 |
| A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning | Oct 16, 2024 | In-Context LearningKnowledge Graphs | CodeCode Available | 2 |
| A Simple Image Segmentation Framework via In-Context Examples | Oct 7, 2024 | DecoderImage Segmentation | CodeCode Available | 2 |
| Differential Transformer | Oct 7, 2024 | HallucinationIn-Context Learning | CodeCode Available | 2 |
| Small Language Models: Survey, Measurements, and Insights | Sep 24, 2024 | BenchmarkingDecoder | CodeCode Available | 2 |
