| Towards More Effective Table-to-Text Generation: Assessing In-Context Learning and Self-Evaluation with Open-Source Models | Oct 15, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| Data-adaptive Differentially Private Prompt Synthesis for In-Context Learning | Oct 15, 2024 | In-Context Learning | —Unverified | 0 |
| Cognitive Overload Attack:Prompt Injection for Long Context | Oct 15, 2024 | In-Context LearningLLM Jailbreak | CodeCode Available | 1 |
| State-space models can learn in-context by gradient descent | Oct 15, 2024 | In-Context Learningregression | —Unverified | 0 |
| How Transformers Get Rich: Approximation and Dynamics Analysis | Oct 15, 2024 | In-Context Learning | —Unverified | 0 |
| On the Training Convergence of Transformers for In-Context Classification of Gaussian Mixtures | Oct 15, 2024 | In-Context Learning | —Unverified | 0 |
| In-Context Learning for Long-Context Sentiment Analysis on Infrastructure Project Opinions | Oct 15, 2024 | In-Context LearningSentiment Analysis | —Unverified | 0 |
| Selection-p: Self-Supervised Task-Agnostic Prompt Compression for Faithfulness and Transferability | Oct 15, 2024 | In-Context Learning | —Unverified | 0 |
| Zero-shot Model-based Reinforcement Learning using Large Language Models | Oct 15, 2024 | In-Context LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent | Oct 15, 2024 | In-Context Learning | —Unverified | 0 |
| BSM: Small but Powerful Biological Sequence Model for Genes and Proteins | Oct 15, 2024 | In-Context Learning | —Unverified | 0 |
| Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing | Oct 14, 2024 | AllBinary Classification | —Unverified | 0 |
| Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs | Oct 14, 2024 | In-Context LearningMachine Translation | —Unverified | 0 |
| Augmenting In-Context-Learning in LLMs via Automatic Data Labeling and Refinement | Oct 14, 2024 | In-Context LearningMathematical Reasoning | —Unverified | 0 |
| Large Language Model-Enhanced Reinforcement Learning for Generic Bus Holding Control Strategies | Oct 14, 2024 | In-Context LearningLanguage Modeling | —Unverified | 0 |
| SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers | Oct 14, 2024 | DecoderGPU | CodeCode Available | 9 |
| KBLaM: Knowledge Base augmented Language Model | Oct 14, 2024 | 8kGPU | CodeCode Available | 5 |
| Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification? | Oct 14, 2024 | In-Context LearningQuestion Answering | CodeCode Available | 0 |
| Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning | Oct 14, 2024 | In-Context LearningMMLU | CodeCode Available | 0 |
| Transformers as Game Players: Provable In-context Game-playing Capabilities of Pre-trained Models | Oct 13, 2024 | In-Context LearningReinforcement Learning (RL) | —Unverified | 0 |
| Can In-context Learning Really Generalize to Out-of-distribution Tasks? | Oct 13, 2024 | In-Context Learning | —Unverified | 0 |
| Power-Softmax: Towards Secure LLM Inference over Encrypted Data | Oct 12, 2024 | In-Context LearningInductive Bias | —Unverified | 0 |
| ELICIT: LLM Augmentation via External In-Context Capability | Oct 12, 2024 | In-Context Learning | CodeCode Available | 1 |
| Towards the Effect of Examples on In-Context Learning: A Theoretical Case Study | Oct 12, 2024 | Binary ClassificationIn-Context Learning | —Unverified | 0 |
| Inference and Verbalization Functions During In-Context Learning | Oct 12, 2024 | In-Context LearningNatural Language Inference | CodeCode Available | 0 |