Pith Number

pith:2MGJ2CYV

pith:2024:2MGJ2CYVSK2TS6VNH7JRI3IZQN

not attested not anchored not stored refs pending

Towards Understanding the Universality of Transformers for Next-Token Prediction

Gabriel Peyr\'e, Michael E. Sander

arxiv:2410.03011 v2 · 2024-10-03 · stat.ML · 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{2MGJ2CYVSK2TS6VNH7JRI3IZQN}

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

3 papers in Pith

Measure-to-measure Regression with Transformers

Transformers Can Implement Preconditioned Richardson Iteration for In-Context Gaussian Kernel Regression

Receipt and verification

First computed	2026-07-05T10:22:05.696425Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d30c9d0b1592b5397aad3fd3146d19837e988a73f51cf47164927a45415a51a8

Aliases

arxiv: 2410.03011 · arxiv_version: 2410.03011v2 · doi: 10.48550/arxiv.2410.03011 · pith_short_12: 2MGJ2CYVSK2T · pith_short_16: 2MGJ2CYVSK2TS6VN · pith_short_8: 2MGJ2CYV

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/2MGJ2CYVSK2TS6VNH7JRI3IZQN \
  | 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: d30c9d0b1592b5397aad3fd3146d19837e988a73f51cf47164927a45415a51a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "585ca118c89f5c74d1ae7c446a831eb35db97e7a9a2d32bc1aa3b03b0df12ab7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-03T21:42:21Z",
    "title_canon_sha256": "7efa9d4476e522a0874b58652b72e584fb814dfbcfb117b21f3deeca882d4202"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03011",
    "kind": "arxiv",
    "version": 2
  }
}