​​Solving Mixed Integer Programs Using Neural Networks
Article on speeding up Mixed Integer Programs with ML. Mixed Integer Programs are usually NP-hard problems:
- Problems solved with linear programming
- Production planning (pipeline optimization)
- Scheduling / Dispatching
Or any problems where integers represent various decisions (including some of the graph problems).
ArXiV: https://arxiv.org/abs/2012.13349
Wikipedia on Mixed Integer Programming: https://en.wikipedia.org/wiki/Integer_programming
#NPhard #MILP #DeepMind #productionml #linearprogramming #optimizationproblem
Article on speeding up Mixed Integer Programs with ML. Mixed Integer Programs are usually NP-hard problems:
- Problems solved with linear programming
- Production planning (pipeline optimization)
- Scheduling / Dispatching
Or any problems where integers represent various decisions (including some of the graph problems).
ArXiV: https://arxiv.org/abs/2012.13349
Wikipedia on Mixed Integer Programming: https://en.wikipedia.org/wiki/Integer_programming
#NPhard #MILP #DeepMind #productionml #linearprogramming #optimizationproblem