diff --git a/CHANGES.md b/CHANGES.md index bd3f5e076f03f9c4880322bcaa324d84458e6a1c..3c2441c15cbb52c2e290de1697d063cb0b5e8c97 100644 --- a/CHANGES.md +++ b/CHANGES.md @@ -1,5 +1,16 @@ ## 0.1.1 (Unreleased) +- Add `verify-json` command for verifying a robustness property via a JSON + configuration file. +- Integration of the [nnenum](https://github.com/stanleybak/nnenum) prover. +- Add printer for VNN-LIB format for property specification as supported by the + `nnenum` prover. +- Add transformation to translate ONNX format into SMT-LIB format for allowing + classic solvers to understand and operate on neural networks. +- Add verification of datasets for classification tasks in terms of a specific + CSV format: each line provides the label in 1st column, and data features in + the other columns. Also, add builtin implementations of min-max scaling and + z-score normalization for data normalization. - Rework the section in `README.md` for obtaining CAISAR in order to mention the `opam` package just released. diff --git a/README.md b/README.md index c75e16870df78c161ba45e83e6718f16fc37462d..25e6008786f7ed95be7921573cbb613f2d306e01 100644 --- a/README.md +++ b/README.md @@ -102,13 +102,16 @@ $ caisar config --detect The following are the provers for which a support is provided in CAISAR: -* PyRAT (to be released) +* PyRAT * [Marabou](https://github.com/NeuralNetworkVerification/Marabou) +* [nnenum](https://github.com/stanleybak/nnenum) * [SAVer](https://github.com/abstract-machine-learning/saver) -Under active development is the support for the [SMT-LIB](https://smtlib.cs.uiowa.edu/) which -is used by many satisfiability modulo theories solvers (e.g. [Alt-Ergo](https://alt-ergo.ocamlpro.com/), -[Z3](https://github.com/Z3Prover/z3/wiki), [Colibri](https://colibri.frama-c.com/), etc.). +Moreover, CAISAR supports the [SMT-LIB](https://smtlib.cs.uiowa.edu/) format +which is used by many satisfiability modulo theories solvers (e.g. +[Alt-Ergo](https://alt-ergo.ocamlpro.com/), [cvc5](https://cvc5.github.io/), +[Z3](https://github.com/Z3Prover/z3/wiki), +[Colibri](https://colibri.frama-c.com/), etc.). ## Advanced usage