Pith. sign in
Pith Number

pith:7FYTWAEX

pith:2026:7FYTWAEXK44525KYO3PVNNU2PC
not attested not anchored not stored refs pending

Physically Consistent Parameter Inference: Transparent Machine Learning Emulation in High Energy Physics and Cosmology

Alejandro Mir, Jacobo Asorey, Jorge Alda, Siannah Pe\~naranda

arxiv:2607.12726 v1 · 2026-07-14 · hep-ph · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7FYTWAEXK44525KYO3PVNNU2PC}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-15T01:22:14.608129Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f9713b00975739dd755876df56b69a78a76c2ccd364953ce464fad722fef85fa

Aliases

arxiv: 2607.12726 · arxiv_version: 2607.12726v1 · doi: 10.48550/arxiv.2607.12726 · pith_short_12: 7FYTWAEXK445 · pith_short_16: 7FYTWAEXK44525KY · pith_short_8: 7FYTWAEX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7FYTWAEXK44525KYO3PVNNU2PC \
  | 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())"
# expect: f9713b00975739dd755876df56b69a78a76c2ccd364953ce464fad722fef85fa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "12438b8d92b8ccab84c59590c4fd894d2e4c0e9b286999b9793d2dd1da2fb7dd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "hep-ph",
    "submitted_at": "2026-07-14T12:55:45Z",
    "title_canon_sha256": "82315ed7bab11e0af5d25f7eb6ac4676ea6f469dcb782cceb2c09ccbd82d0f64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.12726",
    "kind": "arxiv",
    "version": 1
  }
}