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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

NICE: To Optimize In-Context Examples or Not? ACL 2024 RT-Trajectory: Robotic Task Generalization via Hindsight Trajectory Sketches ICLR 2024 SMART: Submodular Data Mixture Strategy for Instruction Tuning ACL 2024 Synthesizing Programmatic Policy for Generalization within Task Domain IJCAI 2024 What Do Language Models Learn in Context? The Structured Task Hypothesis. ACL 2024 Abstract-to-Executable Trajectory Translation for One-Shot Task Generalization ICML 2023 Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models EMNLP 2023 Combining Parameter-efficient Modules for Task-level Generalisation EACL 2023 Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners ICLR 2023 Is ChatGPT a General-Purpose Natural Language Processing Task Solver? EMNLP 2023 Large-scale Lifelong Learning of In-context Instructions and How to Tackle It ACL 2023 Mastering the Unsupervised Reinforcement Learning Benchmark from Pixels ICML 2023 Meta Omnium: A Benchmark for General-Purpose Learning-To-Learn CVPR 2023 MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrations CoRL 2023 Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization ICLR 2023 Not All Tasks Are Born Equal: Understanding Zero-Shot Generalization ICLR 2023 On the Stability-Plasticity Dilemma in Continual Meta-Learning: Theory and Algorithm NeurIPS 2023 Parameterizing Non-Parametric Meta-Reinforcement Learning Tasks via Subtask Decomposition NeurIPS 2023 Powderworld: A Platform for Understanding Generalization via Rich Task Distributions ICLR 2023 Pre-Training to Learn in Context ACL 2023 Robustness of Learning from Task Instructions ACL 2023 Task Generalization with Stability Guarantees via Elastic Dynamical System Motion Policies CoRL 2023 Communicating Natural Programs to Humans and Machines NeurIPS 2022 Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022 Generalisation in Lifelong Reinforcement Learning through Logical Composition ICLR 2022