| TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems | Nov 19, 2023 | In-Context LearningLanguage Modeling | —Unverified | 0 | 0 |
| TR2MTL: LLM based framework for Metric Temporal Logic Formalization of Traffic Rules | Jun 9, 2024 | Autonomous VehiclesIn-Context Learning | —Unverified | 0 | 0 |
| Trained Transformers Learn Linear Models In-Context | Jun 16, 2023 | In-Context Learningregression | —Unverified | 0 | 0 |
| Training Dynamics of In-Context Learning in Linear Attention | Jan 27, 2025 | In-Context Learning | —Unverified | 0 | 0 |
| Training Dynamics of Multi-Head Softmax Attention for In-Context Learning: Emergence, Convergence, and Optimality | Feb 29, 2024 | In-Context Learning | —Unverified | 0 | 0 |
| Beyond Single-Task: Robust Multi-Task Length Generalization for LLMs | Feb 17, 2025 | In-Context LearningLogical Reasoning | —Unverified | 0 | 0 |
| Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis | Oct 3, 2024 | In-Context Learning | —Unverified | 0 | 0 |
| How Do Nonlinear Transformers Learn and Generalize in In-Context Learning? | Feb 23, 2024 | Binary ClassificationIn-Context Learning | —Unverified | 0 | 0 |
| Training Plug-n-Play Knowledge Modules with Deep Context Distillation | Mar 11, 2025 | In-Context LearningLanguage Modeling | —Unverified | 0 | 0 |
| Transfer Learning Beyond Bounded Density Ratios | Mar 18, 2024 | In-Context LearningOut-of-Distribution Generalization | —Unverified | 0 | 0 |
