Pith Number

pith:TFMLJG2A

pith:2024:TFMLJG2AGHYNRSQNWTXHINDMEY

not attested not anchored not stored refs pending

On instabilities in neural network-based physics simulators

Daniel Floryan

arxiv:2406.13101 v1 · 2024-06-18 · cs.LG · cs.CE · nlin.CD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TFMLJG2AGHYNRSQNWTXHINDMEY}

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	2026-07-05T08:34:25.129503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9958b49b4031f0d8ca0db4ee74346c262b301431700952cdf95a5798705ee0a5

Aliases

arxiv: 2406.13101 · arxiv_version: 2406.13101v1 · doi: 10.48550/arxiv.2406.13101 · pith_short_12: TFMLJG2AGHYN · pith_short_16: TFMLJG2AGHYNRSQN · pith_short_8: TFMLJG2A

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/TFMLJG2AGHYNRSQNWTXHINDMEY \
  | 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: 9958b49b4031f0d8ca0db4ee74346c262b301431700952cdf95a5798705ee0a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26a2e93e5993cb84c384c8f592af0dec7ad4ce9ef320d964235c3bd9fd2687c6",
    "cross_cats_sorted": [
      "cs.CE",
      "nlin.CD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-18T23:25:14Z",
    "title_canon_sha256": "435ca8831c0c625b135497e2d63692702b4c66719ee7c75805a2251a4fc150a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.13101",
    "kind": "arxiv",
    "version": 1
  }
}