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hierarchical reasoning

44 papers

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graph neural network (9) large language model (6) knowledge graph (4) question answering (4) vision-language model (3) multi-hop reasoning (3) probabilistic reasoning (2) multimodal large language model (2) retrieval-augmented generation (2) multi-hop question answering (2)

Papers

Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification ACL 2026 DCSN-NLP at MWE-2026 AdMIRe 2: Bridging Literal and Figurative Meaning Through Hierarchical Multimodal Reasoning EACL 2026 Hierarchical Action Learning for Weakly-Supervised Action Segmentation CVPR 2026 InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection EACL 2026 Learning Through Concepts: Hierarchies, Logic and Reasoning AAAI 2026 Think before Go: Hierarchical Reasoning for Image-goal Navigation ACL 2026 THOR: A Theta-Gamma Hierarchical Oscillatory Reasoning Framework for Multi-hop QA ACL 2026 ThreadSumm: Summarization of Nested Discourse Threads Using Tree of Thoughts ACL 2026 VCU-Bridge: Hierarchical Visual Connotation Understanding via Semantic Bridging CVPR 2026 CAMPHOR: Collaborative Agents for Multi-input Planning and High-Order Reasoning On Device ACL 2025 HiERO: Understanding the Hierarchy of Human Behavior Enhances Reasoning on Egocentric Videos ICCV 2025 Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning ACL 2025 MRR-FV: Unlocking Complex Fact Verification with Multi-Hop Retrieval and Reasoning AAAI 2025 Multi-type MOOCs Recommendation: Leveraging Deep Multi-Relational Representation and Hierarchical Reasoning AAAI 2025 PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology EMNLP 2025 R-CHAR: A Metacognition-Driven Framework for Role-Playing in Large Language Models EMNLP 2025 ReAL-AD: Towards Human-Like Reasoning in End-to-End Autonomous Driving ICCV 2025 SEGA: A Stepwise Evolution Paradigm for Content-Aware Layout Generation with Design Prior ICCV 2025 SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL ACL 2025 Depression Detection via Capsule Networks with Contrastive Learning AAAI 2024 Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization EMNLP 2024 HiKER-SGG: Hierarchical Knowledge Enhanced Robust Scene Graph Generation CVPR 2024 SG-Nav: Online 3D Scene Graph Prompting for LLM-based Zero-shot Object Navigation NeurIPS 2024 TimeBench: A Comprehensive Evaluation of Temporal Reasoning Abilities in Large Language Models ACL 2024 Detecting and Grounding Multi-Modal Media Manipulation CVPR 2023