Pith Number

pith:AWK7ZBVK

pith:2022:AWK7ZBVKG4TUCDX7JA4UW4VV7P

not attested not anchored not stored refs pending

SPECTRE: Spectral Conditioning Helps to Overcome the Expressivity Limits of One-shot Graph Generators

Andreas Loukas, Karolis Martinkus, Nathana\"el Perraudin, Roger Wattenhofer

arxiv:2204.01613 v2 · 2022-04-04 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AWK7ZBVKG4TUCDX7JA4UW4VV7P}

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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

Discrete Bayesian Sample Inference for Graph Generation

Receipt and verification

First computed	2026-07-05T04:32:58.268038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0595fc86aa3727410eff48394b72b5fbf820aa37a17b027daa0ba97ae1bf7782

Aliases

arxiv: 2204.01613 · arxiv_version: 2204.01613v2 · doi: 10.48550/arxiv.2204.01613 · pith_short_12: AWK7ZBVKG4TU · pith_short_16: AWK7ZBVKG4TUCDX7 · pith_short_8: AWK7ZBVK

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/AWK7ZBVKG4TUCDX7JA4UW4VV7P \
  | 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: 0595fc86aa3727410eff48394b72b5fbf820aa37a17b027daa0ba97ae1bf7782

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "569b0ff5d1ee8c8350045d667de545fc451d12628cb69205722414b23330f3ef",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-04T16:08:17Z",
    "title_canon_sha256": "105fb120bb62b5fc62f3134d289bf5368548e93e6ac10f773d12b398bd73e4dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.01613",
    "kind": "arxiv",
    "version": 2
  }
}