Cross-domain structural pattern
Latent assumptions in reasoning traces are converted into structured action space through decision tree mapping. Each tree path encodes environment assumptions (internal nodes) linked to action sequences (leaves), scored by scenario likelihood, goal utility, and execution cost. Uncertainty is handled by exploring assumption-action mappings rather than eliminating uncertainty through communication, transforming fragmented beliefs into rational action selection.
view paper→Iterative ball-finding with structural trichotomy decomposes fairness-constrained clustering into cases based on representation balance. Identify feasible balls satisfying group constraints while discarding outliers. Trichotomy (balanced, skewed-correctable, impossible) guides solution construction without projection, enabling approximation through case-by-case handling.
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