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Solving Satisfiability Modulo Counting for Symbolic and Statistical AI Integration With Provable Guarantees

Install Dependency

  • python related packages:
pip install -r requirements.txt
  • C++ related packages. Our algorithm use the CPLEX solver, so we need to install the CPLEX before running the algorithm.

Useful commands for CPLEX

sudo chown -R username /ibm_directory/

dataset

the data are available in the data folder.

Applications

our algorithm

Please goto the src folder to run the program for our XOR-SMC the two applications.

  • shelter design.
  • supply chain.

baselines

the baselines algorithms are collected in the folder with name baselines.

Cite

@inproceedings{DBLP:proceedings/AAAI24/li-xor-smc,
  author       = {Jinzhao Li and
                  Nan Jiang and
                  Yexiang Xue},
  title        = {Solving Satisfiability Modulo Counting for Symbolic and Statistical
                  {AI} Integration With Provable Guarantees},
  booktitle      = {AAAI},
  year         = {2024}
}

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