diff --git a/docs/Examples/MNISTAdd.rst b/docs/Examples/MNISTAdd.rst index aa88d7b..fd24a8d 100644 --- a/docs/Examples/MNISTAdd.rst +++ b/docs/Examples/MNISTAdd.rst @@ -381,17 +381,44 @@ We present the results of ABL as follows, which include the reasoning accuracy ( - `DeepProbLog `_: An extension of ProbLog by introducing neural predicates in Probabilistic Logic Programming; - `DeepStochLog `_: A neural-symbolic framework based on stochastic logic program. -.. table:: - :class: centered - - +--------------+----------+------------------------------+ - | Method | Accuracy | Time to achieve the Acc. (s) | - +==============+==========+==============================+ - | NeurASP | 0.962 | 966 | - +--------------+----------+------------------------------+ - | DeepProbLog | 0.971 | 2045 | - +--------------+----------+------------------------------+ - | DeepStochLog | 0.975 | 257 | - +--------------+----------+------------------------------+ - | ABL | 0.981 | 47 | - +--------------+----------+------------------------------+ +.. raw:: html + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MethodAccuracyTime to achieve the Acc. (s)
NeurASP96.2966
DeepProbLog97.12045
DeepStochLog97.5257
ABL98.147
diff --git a/examples/mnist_add/README.md b/examples/mnist_add/README.md index 8aebe39..8642523 100644 --- a/examples/mnist_add/README.md +++ b/examples/mnist_add/README.md @@ -56,9 +56,34 @@ We present the results of ABL as follows, which include the reasoning accuracy ( - [**DeepProbLog**](https://github.com/ML-KULeuven/deepproblog): An extension of ProbLog by introducing neural predicates in Probabilistic Logic Programming; - [**DeepStochLog**](https://github.com/ML-KULeuven/deepstochlog): A neural-symbolic framework based on stochastic logic program. -| Method | Accuracy | Time to achieve the Acc. (s) | -| :----------: | :------: | :--------------------------: | -| NeurASP | 0.962 | 966 | -| DeepProbLog | 0.971 | 2045 | -| DeepStochLog | 0.975 | 257 | -| ABL | 0.981 | 47 | \ No newline at end of file + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MethodAccuracyTime to achieve the Acc. (s)
NeurASP96.2966
DeepProbLog97.12045
DeepStochLog97.5257
ABL98.147
\ No newline at end of file diff --git a/examples/mnist_add/mnist_add.ipynb b/examples/mnist_add/mnist_add.ipynb index d654f81..21a2f0d 100644 --- a/examples/mnist_add/mnist_add.ipynb +++ b/examples/mnist_add/mnist_add.ipynb @@ -479,12 +479,45 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "| Method | Accuracy | Time to achieve the Acc. (s) |\n", - "| :----------: | :------: | :--------------------------: |\n", - "| NeurASP | 0.962 | 966 |\n", - "| DeepProbLog | 0.971 | 2045 |\n", - "| DeepStochLog | 0.975 | 257 |\n", - "| ABL | 0.981 | 47 |" + "\n", + "\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " \n", + " \n", + "\n", + "\n", + "\n", + "
MethodAccuracyTime to achieve the Acc. (s)
NeurASP96.2966
DeepProbLog97.12045
DeepStochLog97.5257
ABL98.147
\n" ] } ], @@ -504,7 +537,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.8.18" }, "orig_nbformat": 4, "vscode": {