Pith Number

pith:734ODZVT

pith:2025:734ODZVTXUTMHI7ECCDJE7ICPK

not attested not anchored not stored refs pending

Predicting Steady-State Behavior in Complex Networks with Graph Neural Networks

Amit Reza, Priodyuti Pradhan

arxiv:2502.01693 v3 · 2025-02-02 · cs.LG · cs.AI · nlin.AO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{734ODZVTXUTMHI7ECCDJE7ICPK}

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	2026-07-05T12:06:05.374273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fef8e1e6b3bd26c3a3e41086927d027a8189578ebaaacda01e6638adef795dcf

Aliases

arxiv: 2502.01693 · arxiv_version: 2502.01693v3 · doi: 10.48550/arxiv.2502.01693 · pith_short_12: 734ODZVTXUTM · pith_short_16: 734ODZVTXUTMHI7E · pith_short_8: 734ODZVT

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/734ODZVTXUTMHI7ECCDJE7ICPK \
  | 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: fef8e1e6b3bd26c3a3e41086927d027a8189578ebaaacda01e6638adef795dcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "192dd7c8ea0978b11c0526bf476b78ccc8e774b48b4a4e0ac0a86d5021428c08",
    "cross_cats_sorted": [
      "cs.AI",
      "nlin.AO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T17:29:10Z",
    "title_canon_sha256": "1d7aeb337cedfb8ea3d38225da634ed36e2ab002f1aa7f496941c307d997c2d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01693",
    "kind": "arxiv",
    "version": 3
  }
}