Causal Intelligence for Constraint-Aware Intervention Design to Induce State Transitions

In three linesCOAST is a causal-intelligence approach for designing constrained interventions that induce state transitions. The system learns context-specific causal graphs, attributes distributional shifts to mechanism-level causal drivers, and uses multi-objective optimization balancing transition efficacy, intervention complexity, and target-state stability. Validated on synthetic benchmarks and real biological datasets.

Summary generated by Claude — human-verified