Vignesh Gopakumar
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Optimized transport bounds remain too wide for physical limits

built
measured
Published

October 26, 2026

new component measurement Entry 79 · milestone M4

We tried a tighter bound calculation for the transport surrogates. The first output-bound run enclosed the network outputs in their signed-log training units, but converting those intervals back to flux overflowed. A guard needs finite physical limits before it can use these certificates.

The follow-up uses alpha-CROWN, which optimizes the linear relaxations used to bound the network. On each input box, we intersect its interval with ordinary CROWN and interval propagation. Each interval encloses the same network, so their intersection retains that enclosure while taking the tightest available endpoint. Interval propagation also preserves the nonnegative range of the heat-flux heads.

The saved runs kept the original weights and complete input boxes. Their budgets were three optimizer iterations, a five-second soft budget per bound side and one leaf per member; both twenty-member runs finished within the nine-minute hard process limitC-267. We did not narrow the domain or change the physical acceptance contract.

ensemble training-space interval width relative to the first run
ITER median width 0.164 of the earlier bound, range 0.082–0.605 across member outputs; all twenty physical member results remain unknownC-265
MAST-U median width 0.114 of the earlier bound, range 0.060–0.220 across member outputs; all twenty physical member results remain unknownC-266

These are comparisons of two budgeted runs: the optimized calculation used one leaf, whereas the original CROWN calculation used four. The reductions therefore describe the retained calculations, rather than isolating the effect of optimization.

Every member still has an upper or lower bound too large for the inverse signed-log transform. The reports preserve the finite training-space bounds and explicitly mark the physical result unknown. The larger numerical values are bounds produced by relaxation; we have no counterexample showing that the network actually reaches them.

Before bounding, each member export is compared with JAX on random-box and held-out inputs. The evidence audit checks the saved hashes, complete boxes, member outcomes and overflow reasons. These checks share the toolkit’s export and audit machinery; they are not an independent implementation of the proof. The calculation concerns real-valued networks represented by saved parameters, with float64 arithmetic and no directed-rounding guarantee.

What’s next

V5 remains incomplete. Tighter physical transport bounds are still required for certificate-bound guards. EC and pedestal keep their earlier finite enclosures, and MAST-U’s accepted certification limitation remains in force. Local robustness, the EC coupled comparison and the owner’s certification review remain ahead.

Technical details → Verification › optimized output bounds
Decisions → OQ-22 · OQ-24 · OQ-26 · OQ-42

© Copyright 2026 Vignesh Gopakumar

 
 
Code and first draft by Claude (Anthropic) and Codex, working to a brief by Vignesh Gopakumar, who reviewed and approved this page. How this is built · Tokamak Toolkit home