  The Stabbing Planes proof system was introduced to model the reasoning
carried out in practical mixed integer programming solvers. As a proof system,
it is powerful enough to simulate Cutting Planes and to refute the Tseitin
formulas -- certain unsatisfiable systems of linear equations mod 2 -- which
are canonical hard examples for many algebraic proof systems. In a recent (and
surprising) result, Dadush and Tiwari showed that these short refutations of
the Tseitin formulas could be translated into quasi-polynomial size and depth
Cutting Planes proofs, refuting a long-standing conjecture. This translation
raises several interesting questions. First, whether all Stabbing Planes proofs
can be efficiently simulated by Cutting Planes. This would allow for the
substantial analysis done on the Cutting Planes system to be lifted to
practical mixed integer programming solvers. Second, whether the
quasi-polynomial depth of these proofs is inherent to Cutting Planes.
  In this paper we make progress towards answering both of these questions.
First, we show that any Stabbing Planes proof with bounded coefficients SP* can
be translated into Cutting Planes. As a consequence of the known lower bounds
for Cutting Planes, this establishes the first exponential lower bounds on SP*.
Using this translation, we extend the result of Dadush and Tiwari to show that
Cutting Planes has short refutations of any unsatisfiable system of linear
equations over a finite field. Like the Cutting Planes proofs of Dadush and
Tiwari, our refutations also incur a quasi-polynomial blow-up in depth, and we
conjecture that this is inherent. As a step towards this conjecture, we develop
a new geometric technique for proving lower bounds on the depth of Cutting
Planes proofs. This allows us to establish the first lower bounds on the depth
of Semantic Cutting Planes proofs of the Tseitin formulas.
