Pith Number

pith:HQZIL4JY

pith:2021:HQZIL4JYLUP5FCKMUMTSJSDG2S

not attested not anchored not stored refs pending

Transformers Can Do Bayesian Inference

Frank Hutter, Josif Grabocka, Noah Hollmann, Samuel M\"uller, Sebastian Pineda Arango

arxiv:2112.10510 v7 · 2021-12-20 · cs.LG · 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{HQZIL4JYLUP5FCKMUMTSJSDG2S}

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

21 papers in Pith

TimEE: End-to-end Time Series Classification via In-Context Learning

Efficient Adaptive Data Acquisition via Pretrained Belief Representations

Are Tabular Foundation Models Robust to Realistic Query Distribution Shifts in Microbiome Data?

Bounded Context Management for Tabular Foundation Models on Stream Learning

Reinforcement Learning Foundation Models Should Already Be A Thing

Receipt and verification

First computed	2026-07-05T08:54:40.252310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c3285f1385d1fd2894ca32724c866d4b6d8e3dc315b7e501f53d8bf60270401

Aliases

arxiv: 2112.10510 · arxiv_version: 2112.10510v7 · doi: 10.48550/arxiv.2112.10510 · pith_short_12: HQZIL4JYLUP5 · pith_short_16: HQZIL4JYLUP5FCKM · pith_short_8: HQZIL4JY

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/HQZIL4JYLUP5FCKMUMTSJSDG2S \
  | 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: 3c3285f1385d1fd2894ca32724c866d4b6d8e3dc315b7e501f53d8bf60270401

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fdfe25b213b21970a56a6d0886c54258c4eaca257530bc3e67f5af4f61707889",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-20T13:07:39Z",
    "title_canon_sha256": "ae6699c37687ec3f8332be90e8e1029f8e0f1343ec1cd6e59bfdc20c0b948787"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.10510",
    "kind": "arxiv",
    "version": 7
  }
}