Pith Number

pith:B4PYEVFC

pith:2023:B4PYEVFC7KQFKE5MVSLR3ODY7C

not attested not anchored not stored refs pending

Efficient training sets for surrogate models of tokamak turbulence with Active Deep Ensembles

A. Ho, F. Casson, J. Barr, J. Buchanan, J. Citrin, JET contributors, L. Zanisi, S. Pamela, T. Madula, V. Gopakumar

arxiv:2310.09024 v1 · 2023-10-13 · physics.plasm-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B4PYEVFC7KQFKE5MVSLR3ODY7C}

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.

Receipt and verification

First computed	2026-07-05T07:00:38.902421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f1f8254a2faa05513acac971db878f8ab7f9a6be7aee60a6ea6d8101332e6fe

Aliases

arxiv: 2310.09024 · arxiv_version: 2310.09024v1 · doi: 10.48550/arxiv.2310.09024 · pith_short_12: B4PYEVFC7KQF · pith_short_16: B4PYEVFC7KQFKE5M · pith_short_8: B4PYEVFC

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/B4PYEVFC7KQFKE5MVSLR3ODY7C \
  | 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: 0f1f8254a2faa05513acac971db878f8ab7f9a6be7aee60a6ea6d8101332e6fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8993fc9576fac5f6380cdb58475a8078a9ecce5672f9a3819943da6c8f3e5108",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.plasm-ph",
    "submitted_at": "2023-10-13T11:36:43Z",
    "title_canon_sha256": "d5110ece87d547f3aaffb40fa4bface173a2729b0b91e2bc5ea2b7488a626790"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09024",
    "kind": "arxiv",
    "version": 1
  }
}