Pith Number

pith:JPKNYDJN

pith:2025:JPKNYDJNYSKA3OTZNTEELZQR74

not attested not anchored not stored refs pending

Distribution Transformers: Fast Approximate Bayesian Inference With On-The-Fly Prior Adaptation

George Whittle, Jacob Rawling, Juliusz Ziomek, Maike A. Osborne

arxiv:2502.02463 v3 · 2025-02-04 · stat.ML · 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{JPKNYDJNYSKA3OTZNTEELZQR74}

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

2 papers in Pith

Efficient Autoregressive Inference for Transformer Probabilistic Models

A Review of Diffusion-based Simulation-Based Inference: Foundations and Applications in Non-Ideal Data Scenarios

Receipt and verification

First computed	2026-05-20T00:05:26.914780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bd4dc0d2dc4940dba796cc845e611ff34337e0be8bde4ffbe100580d154385c

Aliases

arxiv: 2502.02463 · arxiv_version: 2502.02463v3 · doi: 10.48550/arxiv.2502.02463 · pith_short_12: JPKNYDJNYSKA · pith_short_16: JPKNYDJNYSKA3OTZ · pith_short_8: JPKNYDJN

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/JPKNYDJNYSKA3OTZNTEELZQR74 \
  | 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: 4bd4dc0d2dc4940dba796cc845e611ff34337e0be8bde4ffbe100580d154385c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a45c19e755d1fc6aa7af41c8e32820d8016b9d2cb561e40ea6237a20762b26a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-04T16:33:12Z",
    "title_canon_sha256": "3d625304a78c63e377233a24da148ad25396ec5c3a5361da6f4790b69e879fb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02463",
    "kind": "arxiv",
    "version": 3
  }
}