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Tian-Qiang Yan

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#artificial intelligence Preprint Oct 2026

Trajectory Abstraction for the Science of Language Agent Behavior

Scientific studies of language agents need behavioral variables that support hypotheses across tasks and models. We formulate this research problem as learning and testing a hierarchy of trajectory abstractions. A concrete recursive procedure first measures role- and phase-indexed events, proposes temporally constraine...

Tian-Qiang Yan · 0 citations

ReBeCA: Unveiling Interpretable Behavior Hierarchy behind the Iterative Self-Reflection of Language Models with Causal Analysis

ReBeCA is introduced, a framework for analyzing the interpretable behavioral hierarchy governing the self-reflection outcome by modeling self-reflection trajectories as causal graphs and selecting observed parent candidates and evaluating their stability through a three-stage ICP-based pipeline.

Tian-Qiang Yan, Sihan Shang, Yu-Heng Li et al. · 1 citation

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