Pith Number

pith:MQRGX33G

pith:2025:MQRGX33GFGA2T3YGW5QKR6T44Q

not attested not anchored not stored refs pending

A Spectral Framework for Graph Neural Operators: Convergence Guarantees and Tradeoffs

Luana Ruiz, Roxanne Holden

arxiv:2510.20954 v3 · 2025-10-23 · stat.ML · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MQRGX33GFGA2T3YGW5QKR6T44Q}

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	2026-05-26T02:03:58.484523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64226bef662981a9ef06b760a8fa7ce40ae7977ed835d18580d47a9b96681dc7

Aliases

arxiv: 2510.20954 · arxiv_version: 2510.20954v3 · doi: 10.48550/arxiv.2510.20954 · pith_short_12: MQRGX33GFGA2 · pith_short_16: MQRGX33GFGA2T3YG · pith_short_8: MQRGX33G

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/MQRGX33GFGA2T3YGW5QKR6T44Q \
  | 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: 64226bef662981a9ef06b760a8fa7ce40ae7977ed835d18580d47a9b96681dc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "042463f4923fe3c5b3a76b8adc6c653c4f197b32a5156ac37f4ad054674de2bd",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-10-23T19:28:56Z",
    "title_canon_sha256": "d47c88756e68a12a9223d987c6767bc3347e768057a73c7ae2669d0bb7a580ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20954",
    "kind": "arxiv",
    "version": 3
  }
}