Author

Kai Liu

h-index 4 View on Semantic Scholar

We have 2 of 10 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Aug 2026

Illusion of Alignment: Detecting Hidden Disagreement in Collaborative Dialogue

This work makes IoA detectable by generating diagnostic multiple-choice questions whose divergent answers across participants provide direct behavioral evidence of hidden disagreement, and pairs IoA-Prober-8B with LLM agents improves downstream task performance on BigCodeBench-Hard and HiddenBench.

Kai Liu, Fuwen Luo, Ziyue Wang et al. · 0 citations

Preprint Aug 2026

State2State: Environment-Derived Mid-Training for LLM Agents

State2State is proposed, an environment-derived mid-training method that converts explored environment states into training objectives, challenging agents to reach a specified target state by deriving tasks from environment exploration and verifying success through rule-based state matching.

Xuanyu Lei, Yiqi Zhu, Chenliang Li et al. · 1 citation