When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Lin, Jianxin, Zhu, Chunzheng, Kneuertz, Peter J., Bai, Yunfei, Xue, Yuan |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis
par: Zhu, Chunzheng, et autres
Publié: (2025)
par: Zhu, Chunzheng, et autres
Publié: (2025)
Chart-RL: Policy Optimization Reinforcement Learning for Enhanced Visual Reasoning in Chart Question Answering with Vision Language Models
par: Bai, Yunfei, et autres
Publié: (2026)
par: Bai, Yunfei, et autres
Publié: (2026)
Pathology-Aware Prototype Evolution via LLM-Driven Semantic Disambiguation for Multicenter Diabetic Retinopathy Diagnosis
par: Zhu, Chunzheng, et autres
Publié: (2025)
par: Zhu, Chunzheng, et autres
Publié: (2025)
Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation
par: Zhu, Chunzheng, et autres
Publié: (2026)
par: Zhu, Chunzheng, et autres
Publié: (2026)
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution
par: Zhu, Chunzheng, et autres
Publié: (2026)
par: Zhu, Chunzheng, et autres
Publié: (2026)
Auditing Frontier Vision-Language Models for Trustworthy Medical VQA: Grounding Failures, Format Collapse, and Domain Adaptation
par: Chen, Xupeng, et autres
Publié: (2026)
par: Chen, Xupeng, et autres
Publié: (2026)
Who Reasons in the Large Language Models?
par: Shao, Jie, et autres
Publié: (2025)
par: Shao, Jie, et autres
Publié: (2025)
To Ask or Not to Ask? Detecting Absence of Information in Vision and Language Navigation
par: Abraham, Savitha Sam, et autres
Publié: (2024)
par: Abraham, Savitha Sam, et autres
Publié: (2024)
Diagnosing Causal Reasoning in Vision-Language Models via Structured Relevance Graphs
par: Pratama, Dhita Putri, et autres
Publié: (2026)
par: Pratama, Dhita Putri, et autres
Publié: (2026)
ACPO: Adaptive Curriculum Policy Optimization for Aligning Vision-Language Models in Complex Reasoning
par: Wang, Yunhao, et autres
Publié: (2025)
par: Wang, Yunhao, et autres
Publié: (2025)
A Medical Multimodal Diagnostic Framework Integrating Vision-Language Models and Logic Tree Reasoning
par: Zang, Zelin, et autres
Publié: (2025)
par: Zang, Zelin, et autres
Publié: (2025)
fMRI2GES: Co-speech Gesture Reconstruction from fMRI Signal with Dual Brain Decoding Alignment
par: Zhu, Chunzheng, et autres
Publié: (2025)
par: Zhu, Chunzheng, et autres
Publié: (2025)
CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models
par: Komanduri, Aneesh, et autres
Publié: (2025)
par: Komanduri, Aneesh, et autres
Publié: (2025)
CLARINET: Augmenting Language Models to Ask Clarification Questions for Retrieval
par: Chi, Yizhou, et autres
Publié: (2024)
par: Chi, Yizhou, et autres
Publié: (2024)
Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning
par: Ding, Chenlu, et autres
Publié: (2026)
par: Ding, Chenlu, et autres
Publié: (2026)
CausalAbstain: Enhancing Multilingual LLMs with Causal Reasoning for Trustworthy Abstention
par: Sun, Yuxi, et autres
Publié: (2025)
par: Sun, Yuxi, et autres
Publié: (2025)
Learning to Ask: When LLM Agents Meet Unclear Instruction
par: Wang, Wenxuan, et autres
Publié: (2024)
par: Wang, Wenxuan, et autres
Publié: (2024)
SafeMed-R1: Adversarial Reinforcement Learning for Generalizable and Robust Medical Reasoning in Vision-Language Models
par: Pramana, A. A. Gde Yogi, et autres
Publié: (2025)
par: Pramana, A. A. Gde Yogi, et autres
Publié: (2025)
Ask Good Questions for Large Language Models
par: Wu, Qi, et autres
Publié: (2025)
par: Wu, Qi, et autres
Publié: (2025)
Language Models and Logic Programs for Trustworthy Tax Reasoning
par: Jurayj, William, et autres
Publié: (2025)
par: Jurayj, William, et autres
Publié: (2025)
FACT-E: Causality-Inspired Evaluation for Trustworthy Chain-of-Thought Reasoning
par: Sun, Yuxi, et autres
Publié: (2026)
par: Sun, Yuxi, et autres
Publié: (2026)
Adaptive Reasoning and Acting in Medical Language Agents
par: Dutta, Abhishek, et autres
Publié: (2024)
par: Dutta, Abhishek, et autres
Publié: (2024)
Just Ask One More Time! Self-Agreement Improves Reasoning of Language Models in (Almost) All Scenarios
par: Lin, Lei, et autres
Publié: (2023)
par: Lin, Lei, et autres
Publié: (2023)
Zero-shot Object Navigation with Vision-Language Models Reasoning
par: Wen, Congcong, et autres
Publié: (2024)
par: Wen, Congcong, et autres
Publié: (2024)
Learning Adaptive Parallel Reasoning with Language Models
par: Pan, Jiayi, et autres
Publié: (2025)
par: Pan, Jiayi, et autres
Publié: (2025)
Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation
par: Tang, Tao, et autres
Publié: (2025)
par: Tang, Tao, et autres
Publié: (2025)
Align-Then-stEer: Adapting the Vision-Language Action Models through Unified Latent Guidance
par: Zhang, Yang, et autres
Publié: (2025)
par: Zhang, Yang, et autres
Publié: (2025)
Enhancing the Safety of Medical Vision-Language Models by Synthetic Demonstrations
par: Xue, Zhiyu, et autres
Publié: (2025)
par: Xue, Zhiyu, et autres
Publié: (2025)
From Passive to Active Reasoning: Can Large Language Models Ask the Right Questions under Incomplete Information?
par: Zhou, Zhanke, et autres
Publié: (2025)
par: Zhou, Zhanke, et autres
Publié: (2025)
A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models
par: Wang, Yanbo, et autres
Publié: (2025)
par: Wang, Yanbo, et autres
Publié: (2025)
Visual Distraction Undermines Moral Reasoning in Vision-Language Models
par: Yang, Xinyi, et autres
Publié: (2026)
par: Yang, Xinyi, et autres
Publié: (2026)
Safety-aware Causal Representation for Trustworthy Offline Reinforcement Learning in Autonomous Driving
par: Lin, Haohong, et autres
Publié: (2023)
par: Lin, Haohong, et autres
Publié: (2023)
Does Your Reasoning Model Implicitly Know When to Stop Thinking?
par: Huang, Zixuan, et autres
Publié: (2026)
par: Huang, Zixuan, et autres
Publié: (2026)
CausalEval: Towards Better Causal Reasoning in Language Models
par: Yu, Longxuan, et autres
Publié: (2024)
par: Yu, Longxuan, et autres
Publié: (2024)
Eliciting Trustworthiness Priors of Large Language Models via Economic Games
par: Yan, Siyu, et autres
Publié: (2026)
par: Yan, Siyu, et autres
Publié: (2026)
PhysNote: Self-Knowledge Notes for Evolvable Physical Reasoning in Vision-Language Model
par: Zhang, Sinin, et autres
Publié: (2026)
par: Zhang, Sinin, et autres
Publié: (2026)
Ask more, know better: Reinforce-Learned Prompt Questions for Decision Making with Large Language Models
par: Yan, Xue, et autres
Publié: (2023)
par: Yan, Xue, et autres
Publié: (2023)
DART: Difficulty-Adaptive Reasoning Truncation for Efficient Large Language Models
par: Zhang, Ruofan, et autres
Publié: (2025)
par: Zhang, Ruofan, et autres
Publié: (2025)
Large Language Models as Co-Pilots for Causal Inference in Medical Studies
par: Alaa, Ahmed, et autres
Publié: (2024)
par: Alaa, Ahmed, et autres
Publié: (2024)
AgentAsk: Multi-Agent Systems Need to Ask
par: Lin, Bohan, et autres
Publié: (2025)
par: Lin, Bohan, et autres
Publié: (2025)
Documents similaires
-
MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis
par: Zhu, Chunzheng, et autres
Publié: (2025) -
Chart-RL: Policy Optimization Reinforcement Learning for Enhanced Visual Reasoning in Chart Question Answering with Vision Language Models
par: Bai, Yunfei, et autres
Publié: (2026) -
Pathology-Aware Prototype Evolution via LLM-Driven Semantic Disambiguation for Multicenter Diabetic Retinopathy Diagnosis
par: Zhu, Chunzheng, et autres
Publié: (2025) -
Anatomy-Anchored Self-Supervision: Distilling Vision Foundation Models for Invariant Ultrasound Representation
par: Zhu, Chunzheng, et autres
Publié: (2026) -
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution
par: Zhu, Chunzheng, et autres
Publié: (2026)