1.3k citations · 2.4k across the 25 of their papers we have counts for
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Mixed-integer convex representability
Miles Lubin, Ilias Zadik, Juan Pablo Vielma
We consider the question of which nonconvex sets can be represented exactly as the feasible sets of mixed-integer convex optimization problems. We state the first complete characte…
Forward-Mode Automatic Differentiation in Julia
Jarrett Revels, Miles Lubin, Theodore Papamarkou
We present ForwardDiff, a Julia package for forward-mode automatic differentiation (AD) featuring performance competitive with low-level languages like C++. Unlike recently develop…
Polyhedral approximation in mixed-integer convex optimization
Miles Lubin, Emre Yamangil, Russell Bent +1
Generalizing both mixed-integer linear optimization and convex optimization, mixed-integer convex optimization possesses broad modeling power but has seen relatively few advances i…
Unit Commitment with N-1 Security and Wind Uncertainty
Kaarthik Sundar, Harsha Nagarajan, Miles Lubin +4
As renewable wind energy penetration rates continue to increase, one of the major challenges facing grid operators is the question of how to control transmission grids in a reliabl…