Pith Number

pith:JVNSEV74

pith:2021:JVNSEV74DPY3OEZFMUQL7N3KNG

not attested not anchored not stored refs pending

The DEformer: An Order-Agnostic Distribution Estimating Transformer

Anh Nguyen, Michael A. Alcorn

arxiv:2106.06989 v2 · 2021-06-13 · 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{JVNSEV74DPY3OEZFMUQL7N3KNG}

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

Autoregressive Synthesis of Sparse and Semi-Structured Mixed-Type Data

Receipt and verification

First computed	2026-07-05T02:56:58.554793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d5b2257fc1bf1b713256520bfb76a69b94883f107cc6c76b0053300c1ba9898

Aliases

arxiv: 2106.06989 · arxiv_version: 2106.06989v2 · doi: 10.48550/arxiv.2106.06989 · pith_short_12: JVNSEV74DPY3 · pith_short_16: JVNSEV74DPY3OEZF · pith_short_8: JVNSEV74

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/JVNSEV74DPY3OEZFMUQL7N3KNG \
  | 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: 4d5b2257fc1bf1b713256520bfb76a69b94883f107cc6c76b0053300c1ba9898

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b940f81e6780eaa53c6c75aecf00c59dec437ff603fefc419101b0e3d2b293bb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-13T13:33:31Z",
    "title_canon_sha256": "8d9f247b62e458edf15dd6f3dea7b933985b13714f65c9f70cb10a7f6f86ba9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06989",
    "kind": "arxiv",
    "version": 2
  }
}