Pith Number

pith:OBKUKF3D

pith:2024:OBKUKF3D3S667EVQ23BEVDSRWC

not attested not anchored not stored refs pending

Transformer Neural Autoregressive Flows

Aliaksandra Shysheya, Katja Hofmann, Massimiliano Patacchiola, Richard E. Turner

arxiv:2401.01855 v1 · 2024-01-03 · 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{OBKUKF3D3S667EVQ23BEVDSRWC}

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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

Flexible Language Modeling in Continuous Space with Transformer-based Autoregressive Flows

Receipt and verification

First computed	2026-07-05T07:29:58.292811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7055451763dcbdef92b0d6c24a8e51b0b754501140f4aa2ef29fa66949f5b552

Aliases

arxiv: 2401.01855 · arxiv_version: 2401.01855v1 · doi: 10.48550/arxiv.2401.01855 · pith_short_12: OBKUKF3D3S66 · pith_short_16: OBKUKF3D3S667EVQ · pith_short_8: OBKUKF3D

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/OBKUKF3D3S667EVQ23BEVDSRWC \
  | 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: 7055451763dcbdef92b0d6c24a8e51b0b754501140f4aa2ef29fa66949f5b552

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "735435d4d1afede46a194080571615a6e62a51b11cfdf6222d0b08e45d76493b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-03T17:51:16Z",
    "title_canon_sha256": "a5c39c3bc57019bb104744762a8bace13c53c212d94598290ea9a38ec131046e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.01855",
    "kind": "arxiv",
    "version": 1
  }
}