Pith Number

pith:O4EJ56BG

pith:2021:O4EJ56BGTO3DNQW5MBNUIRZQ4F

not attested not anchored not stored refs pending

Generative Models as Distributions of Functions

Arnaud Doucet, Emilien Dupont, Yee Whye Teh

arxiv:2102.04776 v4 · 2021-02-09 · cs.LG · cs.CV · 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{O4EJ56BGTO3DNQW5MBNUIRZQ4F}

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

Revisiting Neural Processes via Fourier Transform and Volterra Series

Receipt and verification

First computed	2026-07-05T03:57:52.980347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77089ef8269bb636c2dd605b444730e1685d10e8cb00fd8af4766667160cca24

Aliases

arxiv: 2102.04776 · arxiv_version: 2102.04776v4 · doi: 10.48550/arxiv.2102.04776 · pith_short_12: O4EJ56BGTO3D · pith_short_16: O4EJ56BGTO3DNQW5 · pith_short_8: O4EJ56BG

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/O4EJ56BGTO3DNQW5MBNUIRZQ4F \
  | 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: 77089ef8269bb636c2dd605b444730e1685d10e8cb00fd8af4766667160cca24

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "079b47594dee2fb2590668cdc91dd520472acd14f8815f2dbf0a0f7e703eb660",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-09T11:47:55Z",
    "title_canon_sha256": "5e5203c51ede9ab3e12f5094022996f6774cc0ff3c0875976f1d9de4e91165db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.04776",
    "kind": "arxiv",
    "version": 4
  }
}