Pith Number

pith:EDV37HRP

pith:2025:EDV37HRPV3WCKJJ5CM3BJYQKF3

not attested not anchored not stored refs pending

Can Transformers Learn Full Bayesian Inference in Context?

Arik Reuter, David R\"ugamer, Tim G. J. Rudner, Vincent Fortuin

arxiv:2501.16825 v2 · 2025-01-28 · 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{EDV37HRPV3WCKJJ5CM3BJYQKF3}

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

The Bayesian Geometry of Transformer Attention

Receipt and verification

First computed	2026-07-05T11:49:50.208185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20ebbf9e2faeec25253d133614e20a2ee8c6098947315656550fb14a5d5b44bc

Aliases

arxiv: 2501.16825 · arxiv_version: 2501.16825v2 · doi: 10.48550/arxiv.2501.16825 · pith_short_12: EDV37HRPV3WC · pith_short_16: EDV37HRPV3WCKJJ5 · pith_short_8: EDV37HRP

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/EDV37HRPV3WCKJJ5CM3BJYQKF3 \
  | 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: 20ebbf9e2faeec25253d133614e20a2ee8c6098947315656550fb14a5d5b44bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51d1314f1c3c8077f4f3f480c4b4d1a88c8f03ec1822d83d9be1d12fb82df08d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-28T10:04:53Z",
    "title_canon_sha256": "0ec0f24d4e7982a1d1c03310ef548d2eb578c2f203565caa8074fcdb45b8c22f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16825",
    "kind": "arxiv",
    "version": 2
  }
}