| Multi-modal Generation via Cross-Modal In-Context Learning | May 28, 2024 | Image GenerationIn-Context Learning | CodeCode Available | 0 |
| Knowledge Circuits in Pretrained Transformers | May 28, 2024 | In-Context Learningknowledge editing | CodeCode Available | 2 |
| FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction | May 28, 2024 | In-Context LearningPrediction | CodeCode Available | 2 |
| Benchmarks Underestimate the Readiness of Multi-lingual Dialogue Agents | May 28, 2024 | Dialogue State TrackingIn-Context Learning | —Unverified | 0 |
| IM-Context: In-Context Learning for Imbalanced Regression Tasks | May 28, 2024 | Deep imbalanced regressionIn-Context Learning | CodeCode Available | 0 |
| Aligning LLMs through Multi-perspective User Preference Ranking-based Feedback for Programming Question Answering | May 27, 2024 | Community Question AnsweringIn-Context Learning | —Unverified | 0 |
| NoteLLM-2: Multimodal Large Representation Models for Recommendation | May 27, 2024 | In-Context Learning | CodeCode Available | 2 |
| RAGSys: Item-Cold-Start Recommender as RAG System | May 27, 2024 | DiversityFew-Shot Learning | —Unverified | 0 |
| On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability | May 27, 2024 | In-Context Learning | CodeCode Available | 0 |
| ARC: A Generalist Graph Anomaly Detector with In-Context Learning | May 27, 2024 | Anomaly DetectionARC | CodeCode Available | 1 |
| Unifying Demonstration Selection and Compression for In-Context Learning | May 27, 2024 | In-Context LearningResponse Generation | —Unverified | 0 |
| Automatic Domain Adaptation by Transformers in In-Context Learning | May 27, 2024 | Domain AdaptationIn-Context Learning | —Unverified | 0 |
| On Understanding Attention-Based In-Context Learning for Categorical Data | May 27, 2024 | Few-Shot Learningimage-classification | —Unverified | 0 |
| SelfCP: Compressing Over-Limit Prompt via the Frozen Large Language Model Itself | May 27, 2024 | DecoderIn-Context Learning | —Unverified | 0 |
| On the Noise Robustness of In-Context Learning for Text Generation | May 27, 2024 | In-Context Learningtext-classification | CodeCode Available | 0 |
| Benchmarking General-Purpose In-Context Learning | May 27, 2024 | BenchmarkingDecision Making | —Unverified | 0 |
| Mixture of In-Context Prompters for Tabular PFNs | May 25, 2024 | Deep LearningIn-Context Learning | —Unverified | 0 |
| Unsupervised Meta-Learning via In-Context Learning | May 25, 2024 | In-Context LearningMemorization | —Unverified | 0 |
| Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars | May 25, 2024 | In-Context LearningLanguage Modelling | CodeCode Available | 0 |
| Learning to Reason via Program Generation, Emulation, and Search | May 25, 2024 | Code GenerationIn-Context Learning | CodeCode Available | 0 |
| Evaluating and Safeguarding the Adversarial Robustness of Retrieval-Based In-Context Learning | May 24, 2024 | Adversarial RobustnessIn-Context Learning | CodeCode Available | 0 |
| Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation | May 24, 2024 | In-Context LearningText to SQL | CodeCode Available | 2 |
| Synergizing In-context Learning with Hints for End-to-end Task-oriented Dialog Systems | May 24, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification | May 24, 2024 | Bayesian InferenceIn-Context Learning | —Unverified | 0 |
| Off-the-shelf ChatGPT is a Good Few-shot Human Motion Predictor | May 24, 2024 | Human motion predictionIn-Context Learning | —Unverified | 0 |
| Towards Global Optimal Visual In-Context Learning Prompt Selection | May 24, 2024 | ColorizationForeground Segmentation | —Unverified | 0 |
| MLPs Learn In-Context on Regression and Classification Tasks | May 24, 2024 | In-Context LearningInductive Bias | CodeCode Available | 1 |
| Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs | May 24, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Linking In-context Learning in Transformers to Human Episodic Memory | May 23, 2024 | In-Context LearningRetrieval | CodeCode Available | 0 |
| In-context Time Series Predictor | May 23, 2024 | In-Context LearningTime Series | —Unverified | 0 |
| Evaluating Large Language Models for Public Health Classification and Extraction Tasks | May 23, 2024 | In-Context Learning | —Unverified | 0 |
| Emotion Identification for French in Written Texts: Considering their Modes of Expression as a Step Towards Text Complexity Analysis | May 23, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Implicit In-context Learning | May 23, 2024 | In-Context LearningTransfer Learning | CodeCode Available | 1 |
| Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Multi-modal Text Recognition | May 23, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 2 |
| DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning | May 22, 2024 | In-Context Learning | CodeCode Available | 0 |
| Fine-tuned In-Context Learning Transformers are Excellent Tabular Data Classifiers | May 22, 2024 | In-Context Learning | CodeCode Available | 2 |
| Transformers Learn Temporal Difference Methods for In-Context Reinforcement Learning | May 22, 2024 | In-Context LearningIn-Context Reinforcement Learning | —Unverified | 0 |
| Comparative Analysis of Different Efficient Fine Tuning Methods of Large Language Models (LLMs) in Low-Resource Setting | May 21, 2024 | CoLADomain Generalization | —Unverified | 0 |
| Quantifying Semantic Emergence in Language Models | May 21, 2024 | In-Context LearningInformativeness | CodeCode Available | 0 |
| Asymptotic theory of in-context learning by linear attention | May 20, 2024 | DiversityIn-Context Learning | CodeCode Available | 0 |
| Adapting Large Multimodal Models to Distribution Shifts: The Role of In-Context Learning | May 20, 2024 | In-Context Learning | CodeCode Available | 0 |
| Effective In-Context Example Selection through Data Compression | May 19, 2024 | Data CompressionIn-Context Learning | —Unverified | 0 |
| MAML-en-LLM: Model Agnostic Meta-Training of LLMs for Improved In-Context Learning | May 19, 2024 | In-Context Learning | —Unverified | 0 |
| Large Language Models are Biased Reinforcement Learners | May 19, 2024 | Decision MakingIn-Context Learning | CodeCode Available | 0 |
| In-context Contrastive Learning for Event Causality Identification | May 17, 2024 | Contrastive LearningEvent Causality Identification | CodeCode Available | 1 |
| Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection | May 17, 2024 | In-Context LearningIntrusion Detection | —Unverified | 0 |
| Language Models can Exploit Cross-Task In-context Learning for Data-Scarce Novel Tasks | May 17, 2024 | In-Context Learning | CodeCode Available | 0 |
| Feature-Adaptive and Data-Scalable In-Context Learning | May 17, 2024 | In-Context Learning | CodeCode Available | 0 |
| Dynamic In-context Learning with Conversational Models for Data Extraction and Materials Property Prediction | May 16, 2024 | In-Context LearningProperty Prediction | CodeCode Available | 1 |
| Analogist: Out-of-the-box Visual In-Context Learning with Image Diffusion Model | May 16, 2024 | Image InpaintingIn-Context Learning | —Unverified | 0 |