Pith Number

pith:RWCG2IGL

pith:2025:RWCG2IGLPGW3FMI2WW2XDJSAIU

not attested not anchored not stored refs pending

How does ion temperature gradient turbulence depend on magnetic geometry? Insights from data and machine learning

Caio Alves, Gareth Roberg-Clark, Jong Youl Choi, Matt Landreman, Prasanna Balaprakash, R. Michael Churchill, Rory Conlin

arxiv:2502.11657 v2 · 2025-02-17 · physics.plasm-ph · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RWCG2IGLPGW3FMI2WW2XDJSAIU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Cited by

1 paper in Pith

Critical gradient optimization for quasi-isodynamic stellarators

Receipt and verification

First computed	2026-07-05T11:52:46.977679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d846d20cb79adb2b11ab5b571a6404537d2b5aedc6cedb21c842ccd8fdadca9

Aliases

arxiv: 2502.11657 · arxiv_version: 2502.11657v2 · doi: 10.48550/arxiv.2502.11657 · pith_short_12: RWCG2IGLPGW3 · pith_short_16: RWCG2IGLPGW3FMI2 · pith_short_8: RWCG2IGL

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RWCG2IGLPGW3FMI2WW2XDJSAIU \
  | 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: 8d846d20cb79adb2b11ab5b571a6404537d2b5aedc6cedb21c842ccd8fdadca9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb81036fecc3e5a0fd67132a0c9d0abcaad0c3190b8caabc53f0b8fb3a69cc31",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.plasm-ph",
    "submitted_at": "2025-02-17T10:48:26Z",
    "title_canon_sha256": "240dc3d3573827daea640da8737f136cbe746729f5e243df86e9d8f443bad96e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11657",
    "kind": "arxiv",
    "version": 2
  }
}