作者位次 #5/7ICLR 2026Poster· Computer Vision / Classification and Understanding
Noisy-Pair Robust Representation Alignment for Positive-Unlabeled Learning
Hengwei Zhao · Zhengzhong Tu · Zhuo Zheng · Wei Wang · Junjue Wang · Rusty Feagin · Wenzhe Jiao
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Hengwei Zhao · Zhengzhong Tu · Zhuo Zheng · Wei Wang · Junjue Wang · Rusty Feagin · Wenzhe Jiao
Weihao Xuan · Qingcheng Zeng · Heli Qi · Yunze Xiao · Junjue Wang · Naoto Yokoya
Autonomous agents based on large language models (LLMs) are rapidly evolving to handle multi-turn tasks, but ensuring their trustworthiness remains a critical challenge. A fundamental pillar of this trustworthiness is calibration, which refers to an agent’s ability to express confidence that reli...