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nsidn98 / NICE

Combining Reinforcement Learning with Integer Programming for Robust Scheduling
https://nsidn98.github.io/NICE
GNU General Public License v3.0
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I want to ask #1

Closed nnhhoang closed 11 months ago

nnhhoang commented 1 year ago

Hello, I'm wondering that Can your research can solve the multi objective optimization using RL to solve problem modeling as Binary Integer Programming ?

nsidn98 commented 1 year ago

Hello @nnhhoang, could you please explain in more detail about "multi-objective optimization using RL"?

nnhhoang commented 1 year ago

I want to solve the binary integer programming and use RL to solve but it really hard for me because it have multiple constraints and objective so i want to ask how to apply your paper to solve it ( my problem is task assign )

nsidn98 commented 1 year ago

A high-level overview of our paper is that we train an RL agent to learn a probability distribution over which person can be assigned to which task. We then use this probability distribution as input to a different IP which maximises an objective function similar to the original one. I am guessing it should be possible for you to use this in your work. Could you give more details about what the constraints and objective functions look like?

nsidn98 commented 11 months ago

Closing this issue due to inactivity. Please reopen if you have any questions.