Pith Number

pith:IS3K73OG

pith:2025:IS3K73OG3TDWAPGXZ4T7ZGC4HJ

not attested not anchored not stored refs pending

Solving Empirical Bayes via Transformers

Anzo Teh, Mark Jabbour, Yury Polyanskiy

arxiv:2502.09844 v2 · 2025-02-14 · 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{IS3K73OG3TDWAPGXZ4T7ZGC4HJ}

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

4 papers in Pith

Merging of Bayes and quasi-Bayes empirical Bayes procedures for Poisson compound decisions

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

InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate

Poisson Empirical Bayes via Gamma-Smoothed Nonparametric Maximum Likelihood

Receipt and verification

First computed	2026-07-05T11:10:52.426865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44b6afedc6dcc7603cd7cf27fc985c3a48a7a980a2d1cf0cd62ecc6aed5a3c73

Aliases

arxiv: 2502.09844 · arxiv_version: 2502.09844v2 · doi: 10.48550/arxiv.2502.09844 · pith_short_12: IS3K73OG3TDW · pith_short_16: IS3K73OG3TDWAPGX · pith_short_8: IS3K73OG

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/IS3K73OG3TDWAPGXZ4T7ZGC4HJ \
  | 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: 44b6afedc6dcc7603cd7cf27fc985c3a48a7a980a2d1cf0cd62ecc6aed5a3c73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42182050d718d9866b5ea1a5ef8fda8c1be2006c0c503e9f4ce28dd38d98cc76",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-14T01:06:15Z",
    "title_canon_sha256": "752a029299db60c386844331ee1f8bdc723f91024d2e74105f0f2777d302bc29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09844",
    "kind": "arxiv",
    "version": 2
  }
}