Pith Number

pith:S7NTUKVM

pith:2020:S7NTUKVMVCLIG65CP2HA3VG53X

not attested not anchored not stored refs pending

Designing Accurate Emulators for Scientific Processes using Calibration-Driven Deep Models

Bindya Venkatesh, Brian Spears, Gemma Anderson, Jayaraman J. Thiagarajan, Jim Gaffney, Peer-Timo Bremer, Rushil Anirudh

arxiv:2005.02328 v1 · 2020-05-05 · stat.ML · cs.LG · physics.data-an

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S7NTUKVMVCLIG65CP2HA3VG53X}

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	2026-07-05T02:09:39.361078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97db3a2aaca896837ba27e8e0dd4ddddc8419e2317a1bb86b1666913ef1db872

Aliases

arxiv: 2005.02328 · arxiv_version: 2005.02328v1 · doi: 10.48550/arxiv.2005.02328 · pith_short_12: S7NTUKVMVCLI · pith_short_16: S7NTUKVMVCLIG65C · pith_short_8: S7NTUKVM

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/S7NTUKVMVCLIG65CP2HA3VG53X \
  | 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: 97db3a2aaca896837ba27e8e0dd4ddddc8419e2317a1bb86b1666913ef1db872

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08f2d848e9b7a04de967236e9d0547277768b5caea450314cb7b02f98a726933",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.data-an"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-05-05T16:54:11Z",
    "title_canon_sha256": "c43cf2dd8f078f1604468d2364b7f00d53ac6713e8f43aa31fa2e8aec6a4ce3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.02328",
    "kind": "arxiv",
    "version": 1
  }
}