feedback-driven adaptation 1interactive agents 1large language models 1procedural memory 1task automation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
CARE: Confidence-Aware Reasoning for Reliable Medical VQA
Yuetian Du, Yucheng Wang, Zhenyuan Chen +9
Reinforcement Fine-Tuning (RFT) has enabled medical Multimodal Large Language Models (MLLMs) to produce Chain-of-Thought (CoT) reasoning for visual question answering, yet these mo…
cs.MA2026
Living-Harness Is an Interactive-Agent Evolver
Yuetian Du, Yucheng Wang, He Xu +9
The paper introduces Living-Harness, a self‑evolving harness for large language model agents that updates procedural knowledge from episode feedback, enabling the agent to avoid re…
cs.CV2026
Linking Perception, Confidence and Accuracy in MLLMs
Yuetian Du, Yucheng Wang, Rongyu Zhang +5
Recent advances in Multi-modal Large Language Models (MLLMs) have predominantly focused on enhancing visual perception to improve accuracy. However, a critical question remains une…