pith:NRSRLY36
Optimizing Yukawa couplings to suppress Dimension-five Proton Decay in $SU(5)$ GUT
Optimizing Yukawa couplings via Adam allows supersymmetric SU(5) models to evade current proton decay limits.
arxiv:2605.09000 v2 · 2026-05-09 · hep-ph
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Claims
Utilizing the Adam optimizer, we systematically explore the 33-dimensional parameter space to identify regions that suppress proton decay... the optimized proton lifetime can consistently exceed the stringent experimental lower bound of 5.9 x 10^33 years.
That the Adam optimizer reliably locates global minima (or sufficiently good local minima) in the 33-dimensional Yukawa space without becoming trapped, and that the chosen loss function based solely on p to K+ anti-nu width captures all relevant phenomenological constraints.
Machine-learning optimization of Yukawa couplings in a 45-extended SUSY SU(5) model identifies parameter regions where the proton lifetime exceeds the Super-Kamiokande bound of 5.9e33 years.
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| First computed | 2026-05-26T02:04:12.551488Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
6c6515e37ea843af84a79fa8bd19633b05244708fd138eb41daaff67a38b3e7d
Aliases
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/NRSRLY36VBB27BFHT6UL2GLDHM \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
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Canonical record JSON
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