Connectionists: Learning Meets Combinatorial Algorithms Workshop at NeurIPS2020
Marin Vlastelica
marin.vlastelica at tue.mpg.de
Tue Sep 8 18:34:41 EDT 2020
Dear colleagues,
we are accepting abstract submissions for the Learning Meets
Combinatorial Algorithms(LMCA) workshop at NeurIPS2020. Submission
instructions (deadline Oct 05 2020 11:59PM UTC) can be found on the
workshop website: https://sites.google.com/view/lmca2020 along with the
list of invited speakers.
Why this workshop? Machine learning algorithms have been shown to
generalize poorly on combinatorially demanding tasks. Recent research
has demonstrated that merging combinatorial optimization with machine
learning methods enables solving problems that require non-trivial
combinatorial generalization beyond pattern matching. In this spirit,
this workshop aims to bring the communities (machine learning and
combinatorial optimization, operations research) together in order to
motivate further research at the intersection. This involves:
* Machine learning approaches aimed at improving combinatorial
algorithms/solvers.
* Machine learning techniques to directly learn solvers for
combinatorial problems.
* Hybrid architectures; pipelines containing both
algorithmic/combinatorial and standard NN building blocks.
* Applications of the above.
Kind regards,
Marin Vlastelica
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