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cs.HC2026
From Control to Foresight: Simulation as a New Paradigm for Human-Agent Collaboration
Gaole He, Brian Y. Lim
Large Language Models (LLMs) are increasingly used to power autonomous agents for complex, multi-step tasks. However, human-agent interaction remains pointwise and reactive: users…
cs.HC2026
iRULER: Intelligible Rubric-Based User-Defined LLM Evaluation for Revision
Jingwen Bai, Wei Soon Cheong, Philippe Muller +1
Large Language Models (LLMs) have become indispensable for evaluating writing. However, text feedback they provide is often unintelligible, generic, and not specific to user criter…
cs.HC2026
Editable XAI: Toward Bidirectional Human-AI Alignment with Co-Editable Explanations of Interpretable Attributes
Haoyang Chen, Jingwen Bai, Fang Tian +1
While Explainable AI (XAI) helps users understand AI decisions, misalignment in domain knowledge can lead to disagreement. This inconsistency hinders understanding, and because exp…