Aspects of the disclosure provide methods and systems for improving test generation using constraint solving problem (CSP) techniques. A test method can include modeling a circuit as logic constraints to correlate outputs of the circuit as logic functions of inputs of the circuit, pre-determining at least a value constraint that specifies a desired output value for an output of the circuit, and solving input values for the inputs to satisfy the logic constraints for the circuit and the value constraint of the output.