| StraGo: Harnessing Strategic Guidance for Prompt Optimization | Oct 11, 2024 | In-Context LearningNatural Language Understanding | —Unverified | 0 |
| Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning? | Oct 10, 2024 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| DemoShapley: Valuation of Demonstrations for In-Context Learning | Oct 10, 2024 | FairnessFew-Shot Learning | —Unverified | 0 |
| Uncovering Overfitting in Large Language Model Editing | Oct 10, 2024 | AttributeIn-Context Learning | —Unverified | 0 |
| Plug-and-Play Performance Estimation for LLM Services without Relying on Labeled Data | Oct 10, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| Generalization from Starvation: Hints of Universality in LLM Knowledge Graph Learning | Oct 10, 2024 | Graph LearningIn-Context Learning | —Unverified | 0 |
| Which Programming Language and What Features at Pre-training Stage Affect Downstream Logical Inference Performance? | Oct 9, 2024 | In-Context LearningLogical Reasoning | CodeCode Available | 0 |
| Generative Model for Less-Resourced Language with 1 billion parameters | Oct 9, 2024 | In-Context LearningSentence | —Unverified | 0 |
| MaD-Scientist: AI-based Scientist solving Convection-Diffusion-Reaction Equations Using Massive PINN-Based Prior Data | Oct 9, 2024 | In-Context Learning | —Unverified | 0 |
| Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning | Oct 9, 2024 | Graph Neural NetworkIn-Context Learning | —Unverified | 0 |
| ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning | Oct 8, 2024 | Contrastive LearningFew-Shot Learning | —Unverified | 0 |
| Everything Everywhere All at Once: LLMs can In-Context Learn Multiple Tasks in Superposition | Oct 8, 2024 | AllIn-Context Learning | —Unverified | 0 |
| Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning | Oct 8, 2024 | Few-Shot LearningHate Speech Detection | —Unverified | 0 |
| The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning | Oct 8, 2024 | In-Context LearningRelation | CodeCode Available | 0 |
| In-Context Code-Text Learning for Bimodal Software Engineering | Oct 8, 2024 | Clone DetectionIn-Context Learning | —Unverified | 0 |
| Are Large Language Models State-of-the-art Quality Estimators for Machine Translation of User-generated Content? | Oct 8, 2024 | In-Context LearningMachine Translation | CodeCode Available | 0 |
| Direct Preference Optimization for LLM-Enhanced Recommendation Systems | Oct 8, 2024 | In-Context LearningInstruction Following | —Unverified | 0 |
| LLMs Are In-Context Bandit Reinforcement Learners | Oct 7, 2024 | In-Context LearningIn-Context Reinforcement Learning | —Unverified | 0 |
| Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-Tuning | Oct 7, 2024 | In-Context Learning | CodeCode Available | 0 |
| Transformers learn variable-order Markov chains in-context | Oct 7, 2024 | Data CompressionIn-Context Learning | —Unverified | 0 |
| Density estimation with LLMs: a geometric investigation of in-context learning trajectories | Oct 7, 2024 | Density EstimationIn-Context Learning | —Unverified | 0 |
| Task Diversity Shortens the ICL Plateau | Oct 7, 2024 | DiversityIn-Context Learning | CodeCode Available | 0 |
| Inference Scaling for Long-Context Retrieval Augmented Generation | Oct 6, 2024 | In-Context LearningRAG | —Unverified | 0 |
| GAMformer: In-Context Learning for Generalized Additive Models | Oct 6, 2024 | Additive modelsIn-Context Learning | —Unverified | 0 |
| Revisiting In-context Learning Inference Circuit in Large Language Models | Oct 6, 2024 | Few-Shot LearningIn-Context Learning | CodeCode Available | 0 |
| Enhanced Transformer architecture for in-context learning of dynamical systems | Oct 4, 2024 | In-Context LearningZero-Shot Learning | CodeCode Available | 0 |
| RIPPLECOT: Amplifying Ripple Effect of Knowledge Editing in Language Models via Chain-of-Thought In-Context Learning | Oct 4, 2024 | In-Context Learningknowledge editing | CodeCode Available | 0 |
| PersonalSum: A User-Subjective Guided Personalized Summarization Dataset for Large Language Models | Oct 4, 2024 | Abstractive Text SummarizationArticles | CodeCode Available | 0 |
| Generating bilingual example sentences with large language models as lexicography assistants | Oct 4, 2024 | In-Context LearningInformativeness | CodeCode Available | 0 |
| On Unsupervised Prompt Learning for Classification with Black-box Language Models | Oct 4, 2024 | In-Context LearningPrompt Learning | —Unverified | 0 |
| In-context Learning in Presence of Spurious Correlations | Oct 4, 2024 | In-Context LearningMemorization | CodeCode Available | 0 |
| Data-Efficient Massive Tool Retrieval: A Reinforcement Learning Approach for Query-Tool Alignment with Language Models | Oct 4, 2024 | In-Context LearningRetrieval | —Unverified | 0 |
| Zebra: In-Context and Generative Pretraining for Solving Parametric PDEs | Oct 4, 2024 | In-Context LearningMeta-Learning | —Unverified | 0 |
| Simplicity bias and optimization threshold in two-layer ReLU networks | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models | Oct 3, 2024 | BenchmarkingIn-Context Learning | —Unverified | 0 |
| Large Language Models as Markov Chains | Oct 3, 2024 | Generalization BoundsIn-Context Learning | —Unverified | 0 |
| GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning | Oct 3, 2024 | Code GenerationIn-Context Learning | —Unverified | 0 |
| Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference | Oct 3, 2024 | In-Context Learning | —Unverified | 0 |
| Mitigating Copy Bias in In-Context Learning through Neuron Pruning | Oct 2, 2024 | In-Context LearningState Space Models | —Unverified | 0 |
| Unveiling Language Skills via Path-Level Circuit Discovery | Oct 2, 2024 | DisentanglementIn-Context Learning | CodeCode Available | 0 |
| Intent Detection in the Age of LLMs | Oct 2, 2024 | Data AugmentationIn-Context Learning | —Unverified | 0 |
| ENTP: Encoder-only Next Token Prediction | Oct 2, 2024 | DecoderIn-Context Learning | —Unverified | 0 |
| Unleashing the Power of Large Language Models in Zero-shot Relation Extraction via Self-Prompting | Oct 2, 2024 | DiversityIn-Context Learning | —Unverified | 0 |
| Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models | Oct 2, 2024 | In-Context LearningReinforcement Learning (RL) | —Unverified | 0 |
| Endless Jailbreaks with Bijection Learning | Oct 2, 2024 | In-Context Learning | —Unverified | 0 |
| In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks | Oct 2, 2024 | In-Context LearningTransfer Learning | CodeCode Available | 0 |
| Long-range gene expression prediction with token alignment of large language model | Oct 2, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Bayes' Power for Explaining In-Context Learning Generalizations | Oct 2, 2024 | In-Context Learning | CodeCode Available | 0 |
| Agent-Driven Large Language Models for Mandarin Lyric Generation | Oct 2, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |