Pith Number

pith:JQRO5QHT

pith:2025:JQRO5QHTNDZXWCWZCCFV6V2VWR

not attested not anchored not stored refs pending

The Bayesian Geometry of Transformer Attention

Naman Agarwal, Siddhartha R. Dalal, Vishal Misra

arxiv:2512.22471 v5 · 2025-12-27 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JQRO5QHTNDZXWCWZCCFV6V2VWR}

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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

7 papers in Pith

Gradient Dynamics of Attention: How Cross-Entropy Sculpts Bayesian Manifolds

In-context learning enables continental-scale subsurface temperature prediction from sparse local observations

The Geometric Reasoner: Manifold-Informed Latent Foresight Search for Long-Context Reasoning

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination

Comparative analysis of missing data imputation methods for CSST survey: Impact on photometric redshift estimation performance

Receipt and verification

First computed	2026-05-20T00:03:00.884206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c22eec0f368f37b0ad9108b5f5755b46de52bf7ba86941fe6fb37a278ed254a

Aliases

arxiv: 2512.22471 · arxiv_version: 2512.22471v5 · doi: 10.48550/arxiv.2512.22471 · pith_short_12: JQRO5QHTNDZX · pith_short_16: JQRO5QHTNDZXWCWZ · pith_short_8: JQRO5QHT

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/JQRO5QHTNDZXWCWZCCFV6V2VWR \
  | 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: 4c22eec0f368f37b0ad9108b5f5755b46de52bf7ba86941fe6fb37a278ed254a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79396ae356a856532671a89c1f6c12436818037fb4fb06d310c12c430b6e6d86",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-27T05:28:58Z",
    "title_canon_sha256": "6d5ac9abff865e48661c8fea616899b3472113d929ef4b02fa4f1859dddf6aa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.22471",
    "kind": "arxiv",
    "version": 5
  }
}