Mark L. Stone
marklstone.bsky.social
Mark L. Stone
@marklstone.bsky.social
Stochastically modeling, analyzing, and optimizing for more than 4 decades.
For me, GenAI's like Wiki on steroids. Drill deep & broad, go w/flow (2nd order conditions for nonlinear SDP when stationary point not exact) - interactive learning w/ renaissance teacher who's not always right. Critically think about what GenAI says; call it out when wrong, which it usually admits.
October 13, 2025 at 5:38 AM
As MIT undergrad, did UROP on Dial-A-Ride in Center for Transportation Studies. Hani sat 5 feet from me. His 1st OR course used H&L. Told me was hardest book/course he ever had. That's how I first heard of OR. I skipped H&L; undergrad Math right to OR PhD courses at MIT (as undegrad), then Stanford.
October 13, 2025 at 5:09 AM
Often overlooked: the price of some paths may be highly uncertain.
April 9, 2025 at 12:07 PM
Does this technique allow construction and SC proof of a barrier for Symmetrized Quantum Relative Entropy (SQRE), defined as SQRE(A,B) = QRE(A,B)+QRE(B,A) ? This would hopefully allow use of a single symmetric cone instead of 2 asymmetirc cones?
February 11, 2025 at 12:54 PM
Very nice. It would be interesting to see how many "unsolved" (Erling's challenge) problems on ask.cvxr.com could now be conic reformulated, and to what extent computer algebra type techniques might help in finding such refomulations, along the lines of ask.cvxr.com/t/ph-d-thesi... .
CVX Forum: a community-driven support forum
Software for disciplined convex programming
ask.cvxr.com
February 7, 2025 at 12:52 PM
Now fixed (at least for me).

Yes, water will freeze at 27 degrees Fahrenheit because the freezing point of water is 32 degrees Fahrenheit, so any temperature below that will cause water to freeze; 27 degrees is below 32 degrees.
Key point: Water freezes at 32 degrees Fahrenheit.
January 17, 2025 at 6:19 PM
Can single precision cut the mustard on first order methods, such as PDHG for LP (perhaps if followed, if needed, by some type of repair step or crossover in double precision)?
December 19, 2024 at 10:03 PM
Sorry. I meant single vs. double precision.
December 19, 2024 at 8:49 PM
What precision is used on GPU?
December 19, 2024 at 7:28 PM
Corollary: If if A and B are symmetric d x d matrices and B is positive definite, then AB is diagonalizable.
December 17, 2024 at 9:22 PM
How does energy (electricity) used to solve the problem compare between GPU and CPU?
November 22, 2024 at 5:30 PM