Pith Number

pith:XW6NOIER

pith:2024:XW6NOIERIUFMN5TSIAABLBS5JJ

not attested not anchored not stored refs pending

Can Generative AI Solve Your In-Context Learning Problem? A Martingale Perspective

Andrew Jesson, David Blei, Nicolas Beltran-Velez

arxiv:2412.06033 v1 · 2024-12-08 · stat.ML · cs.AI · cs.CL · 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{XW6NOIERIUFMN5TSIAABLBS5JJ}

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

LLMs are Bayesian, In Expectation, Not in Realization

Receipt and verification

First computed	2026-07-05T09:46:13.450556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdbcd72091450ac6f672400015865d4a52d36d5b8036f3f3e70f316c632c6800

Aliases

arxiv: 2412.06033 · arxiv_version: 2412.06033v1 · doi: 10.48550/arxiv.2412.06033 · pith_short_12: XW6NOIERIUFM · pith_short_16: XW6NOIERIUFMN5TS · pith_short_8: XW6NOIER

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/XW6NOIERIUFMN5TSIAABLBS5JJ \
  | 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: bdbcd72091450ac6f672400015865d4a52d36d5b8036f3f3e70f316c632c6800

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb16c959e99d497173d402cd7d5f253bf25fdc9008a8bd10add31946d5c6c2b6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-08T19:03:21Z",
    "title_canon_sha256": "089155c0f86de08078ba6e788697571e33cfffee3971b1d84fd246a96d6c6371"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06033",
    "kind": "arxiv",
    "version": 1
  }
}