Pith Number

pith:65ADR7PI

pith:2023:65ADR7PIM22WTRGQBVCFM2JMRZ

not attested not anchored not stored refs pending

G-Signatures: Global Graph Propagation With Randomized Signatures

Bernhard Sch\"afl, Johannes Brandstetter, Lukas Gruber, Sepp Hochreiter

arxiv:2302.08811 v2 · 2023-02-17 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{65ADR7PIM22WTRGQBVCFM2JMRZ}

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.

Cited by

1 paper in Pith

Generating Financial Time Series by Matching Random Convolutional Features

Receipt and verification

First computed	2026-07-05T06:46:00.662774Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f74038fde866b569c4d00d4456692c8e44211e9f14f13a84310cb370126c7293

Aliases

arxiv: 2302.08811 · arxiv_version: 2302.08811v2 · doi: 10.48550/arxiv.2302.08811 · pith_short_12: 65ADR7PIM22W · pith_short_16: 65ADR7PIM22WTRGQ · pith_short_8: 65ADR7PI

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/65ADR7PIM22WTRGQBVCFM2JMRZ \
  | 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: f74038fde866b569c4d00d4456692c8e44211e9f14f13a84310cb370126c7293

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bcd535da09586c2225b364ed4684fcc4a70fb9fdd4553db4bf4edeba8f5df41b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T11:09:59Z",
    "title_canon_sha256": "0f29a3ecb48df5085bcd9cab7dde68e3f01ce2d497131982cb1c30ee76230d0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08811",
    "kind": "arxiv",
    "version": 2
  }
}