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task decomposition

89 papers

Papers

On the Empirical Complexity of Reasoning and Planning in LLMs EMNLP 2024 Policy Adaptation via Language Optimization: Decomposing Tasks for Few-Shot Imitation CoRL 2024 RaDA: Retrieval-augmented Web Agent Planning with LLMs ACL 2024 Structurally Guided Task Decomposition in Spatial Navigation Tasks (Student Abstract) AAAI 2024 SurgicAI: A Hierarchical Platform for Fine-Grained Surgical Policy Learning and Benchmarking NeurIPS 2024 TaskBench: Benchmarking Large Language Models for Task Automation NeurIPS 2024 TaskLAMA: Probing the Complex Task Understanding of Language Models AAAI 2024 UrbanLLM: Autonomous Urban Activity Planning and Management with Large Language Models EMNLP 2024 VillagerAgent: A Graph-Based Multi-Agent Framework for Coordinating Complex Task Dependencies in Minecraft ACL 2024 Chain-of-Thought Tuning: Masked Language Models can also Think Step By Step in Natural Language Understanding EMNLP 2023 Decomposed Prompting: A Modular Approach for Solving Complex Tasks ICLR 2023 Exploring Graph Pre-training for Aspect-based Sentiment Analysis EMNLP 2023 Neural Sculpting: Uncovering hierarchically modular task structure in neural networks through pruning and network analysis NeurIPS 2023 Parameterizing Non-Parametric Meta-Reinforcement Learning Tasks via Subtask Decomposition NeurIPS 2023 Embodied Multi-Agent Task Planning from Ambiguous Instruction RSS 2022 Hey AI, Can You Solve Complex Tasks by Talking to Agents? ACL 2022 Learning to Perform Complex Tasks through Compositional Fine-Tuning of Language Models EMNLP 2022 Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity ICML 2022 Multi-Agent Concentrative Coordination with Decentralized Task Representation IJCAI 2022 Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning NeurIPS 2022 Structure Learning-Based Task Decomposition for Reinforcement Learning in Non-stationary Environments AAAI 2022 ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection EMNLP 2022 Deep Co-Training With Task Decomposition for Semi-Supervised Domain Adaptation ICCV 2021 Learning Task Decomposition with Ordered Memory Policy Network ICLR 2021 Learning to Decompose and Organize Complex Tasks NAACL 2021