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  • Compare with MadNCL-CPU+ExaModels, MadNCL-CPU+JuMP, MadNCL-CPU+JuMP+SymbolicAD

Reviewer 1

  • Explain why product w_1w_2 <= 0 is equivalent to the MPCC (hard to interpret currently)
  • Improve technical description for Section IV
    • Definition of the index sets
    • Sign of r and t
    • Update rule for rho
    • Definition of variable x
  • Explain better the signed Cholesky factorization and MadNLP (how does it differ from other solver?)
  • Include information about constraint violation for equality and inequality

Reviewer 2

  • Motivate why MINLP reformulation is intractable
  • Condition number of the Newton system as function of \rho for ACOPF
  • Comments better why Knitro needs more iterations, and why MadNLP-CPU needs more iterations than MadNCL-GPU

Reviewer 3

  • Solve instance from the GO-competition (allow for infeasible contingencies)
  • Remove III.B and Lagrangian in III.A? Also easier description of strong stationarity
  • Clarify contingency screening procedure (low or high infeasibility)
  • Provide more details about the base-case AC OPF model
  • Motivate better why problem violates MFCQ
  • Issue with Eq (11) (w1, w2) \geq 0
  • Clarify inner and outer iterations in IV.A
  • Clarify that solver can converge to a spurious locally infeasible solution