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Abstract: “We present a new technique for exploiting static analysis to guide dynamic automated test generation for binary programs, prioritizing the paths to be explored. Our technique is a three-stage process, which alternates dynamic and static analysis. In the first stage, we run dynamic analysis with a small number of seed tests to resolve indirect jumps in the binary code and build a visibly pushdown automaton (VPA) reflecting the global control-flow of the program. Further, we augment the computed VPA with statically computable jumps not executed by the seed tests. In the second stage, we apply static analysis to the inferred automaton to find potential vulnerabilities, i.e., targets for the dynamic analysis. In the third stage, we use the results of the prior phases to assign weights to VPA edges. Our symbolic-execution based automated test generation tool then uses the weighted shortest-path lengths in the VPA to direct its exploration to the target potential vulnerabilities. Preliminary experiments on a suite of benchmarks extracted from real applications show that static analysis allows exploration to reach vulnerabilities it otherwise would not, and the generated test inputs prove that the static warnings indicate true positives.”