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task generalization

73 papers

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Co-occurring keywords · papers mentioning both

transfer learning (14) few-shot learning (13) zero-shot learning (11) large language model (10) multi-task learning (10) in-context learning (8) language model (6) meta-reinforcement learning (6) instruction tuning (5) meta learning (5)

Papers

UniVid: Unifying Vision Tasks with Pre-trained Video Generation Models WACV 2026 Accelerating Task Generalisation with Multi-Level Skill Hierarchies ICLR 2025 AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025 Assimilation and Accommodation: Task-Adaptive Hierarchical Abstraction for Solving Web Tasks ACL 2025 A Survey of Generative Information Extraction COLING 2025 Enhancing Generalization of Speech Large Language Models with Multi-Task Behavior Imitation and Speech-Text Interleaving Interspeech 2025 ExpeTrans: LLMs Are Experiential Transfer Learners ACL 2025 HMoRA: Making LLMs More Effective with Hierarchical Mixture of LoRA Experts ICLR 2025 IDEA-Bench: How Far are Generative Models from Professional Designing? CVPR 2025 Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings ACL 2025 Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist ICLR 2025 PGPO: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization ACL 2025 Task Generalization with Autoregressive Compositional Structure: Can Learning from D Tasks Generalize to D^T Tasks? ICML 2025 Task Knowledge Injection via Interpolations and Reinstatement for Large Language Model Generalization ACL 2025 To What Extent Can In-Context Learning Solve Unseen Tasks? IJCNLP 2025 VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning ICCV 2025 Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning ICLR 2024 Fusing Models with Complementary Expertise ICLR 2024 Getting More from Less: Large Language Models are Good Spontaneous Multilingual Learners EMNLP 2024 InstructDiffusion: A Generalist Modeling Interface for Vision Tasks CVPR 2024 Instruct-Imagen: Image Generation with Multi-modal Instruction CVPR 2024 Interactive Visual Task Learning for Robots AAAI 2024 Investigating the Role of Instruction Variety and Task Difficulty in Robotic Manipulation Tasks EMNLP 2024 Jellyfish: Instruction-Tuning Local Large Language Models for Data Preprocessing EMNLP 2024 Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement NeurIPS 2024