Pith Number

pith:7BY7EEYY

pith:2024:7BY7EEYY4MBYRKOAFL6VRLI4JD

not attested not anchored not stored refs pending

Superiority of Multi-Head Attention in In-Context Linear Regression

Jie Ren, Jiliang Tang, Pengfei He, Yingqian Cui, Yue Xing

arxiv:2401.17426 v1 · 2024-01-30 · cs.LG · cs.AI · 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{7BY7EEYY4MBYRKOAFL6VRLI4JD}

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

How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias

Receipt and verification

First computed	2026-07-05T07:39:36.621694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f871f21318e30388a9c02afd58ad1c48ca6d26d943fec40e7f2ae0f39c75a2b2

Aliases

arxiv: 2401.17426 · arxiv_version: 2401.17426v1 · doi: 10.48550/arxiv.2401.17426 · pith_short_12: 7BY7EEYY4MBY · pith_short_16: 7BY7EEYY4MBYRKOA · pith_short_8: 7BY7EEYY

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/7BY7EEYY4MBYRKOAFL6VRLI4JD \
  | 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: f871f21318e30388a9c02afd58ad1c48ca6d26d943fec40e7f2ae0f39c75a2b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09a048f6ce8942ac28011b265cc214ed177097912a122832cee37bd3464470b0",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-30T20:29:06Z",
    "title_canon_sha256": "280e4e3379c80735556a7d7c4c113c46f0abb67bb0824df59655b1c5f56b558a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17426",
    "kind": "arxiv",
    "version": 1
  }
}