Pith Number

pith:LMHVEVYY

pith:2026:LMHVEVYYSAAVJG2BO52QQBZZ4B

not attested not anchored not stored refs pending

Attention as In-Context Empirical Bayes: A Two-Stage View via Particle Dynamics

Alexandre V. Morozov, Anirvan M. Sengupta, Matthew Smart, Nilava Metya, Soumya Ganguly

arxiv:2605.29351 v1 · 2026-05-28 · cs.LG · math.DS · 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{LMHVEVYYSAAVJG2BO52QQBZZ4B}

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.

Receipt and verification

First computed	2026-05-29T01:05:34.540072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b0f5257189001549b417775080739e079fc1e5c6d935a985e9246a3452541e4

Aliases

arxiv: 2605.29351 · arxiv_version: 2605.29351v1 · doi: 10.48550/arxiv.2605.29351 · pith_short_12: LMHVEVYYSAAV · pith_short_16: LMHVEVYYSAAVJG2B · pith_short_8: LMHVEVYY

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/LMHVEVYYSAAVJG2BO52QQBZZ4B \
  | 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: 5b0f5257189001549b417775080739e079fc1e5c6d935a985e9246a3452541e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d45a3a5045ec10befb6c054d8ebf8c61f0583223ba80b4cfce30b3c3e7ec273d",
    "cross_cats_sorted": [
      "math.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-28T04:44:31Z",
    "title_canon_sha256": "325b274278048905c3d300c139c8dc9af779d00595f7bfba142b8b33d49723fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29351",
    "kind": "arxiv",
    "version": 1
  }
}