adaptive reasoning

Adaptive Theory of Mind for LLM-based Multi-Agent Coordination AAAI 2026 Efficiently Learning To Reason or Not to Reason: Root-token Policy Optimization for Adaptive Thinking ACL 2026 HiGraAgent: Dual-Agent Adaptive Reasoning over Hierarchical Knowledge Graph for Open Domain Multi-hop Question Answering EACL 2026 Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning ACL 2026 R-4B: Incentivizing General-Purpose Auto-Thinking in MLLMs via Bi-Mode Annealing and Reinforce Learning CVPR 2026 Thinking Beyond the Local: Multi-View Instructed Adaptive Reasoning in KG-Enhanced LLMs EACL 2026 Think Just Enough: Leveraging Self-Assessed Confidence for Adaptive Reasoning in Language Models EACL 2026 Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities AAAI 2026 VideoPro: Adaptive Program Reasoning for Long Video Understanding ACL 2026 AdaptThink: Reasoning Models Can Learn When to Think EMNLP 2025 BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering ACL 2025 Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning ACL 2025 InMind: Evaluating LLMs in Capturing and Applying Individual Human Reasoning Styles EMNLP 2025 When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning EMNLP 2025 Belief Revision: The Adaptability of Large Language Models Reasoning EMNLP 2024 Safe Abductive Learning in the Presence of Inaccurate Rules AAAI 2024 Toward Adaptive Reasoning in Large Language Models with Thought Rollback ICML 2024 ReaRev: Adaptive Reasoning for Question Answering over Knowledge Graphs EMNLP 2022