Pith Number

pith:A7WHL2XL

pith:2024:A7WHL2XL35EXWOBGAT4MD7X2TX

not attested not anchored not stored refs pending

Lines of Thought in Large Language Models

Christopher J. Earls, Nicolas Boull\'e, Rapha\"el Sarfati, Toni J. B. Liu

arxiv:2410.01545 v3 · 2024-10-02 · cs.LG · physics.data-an

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A7WHL2XL35EXWOBGAT4MD7X2TX}

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

Gradient Smoothing: Coupling Layer-wise Updates for Improved Optimization

Receipt and verification

First computed	2026-07-05T10:14:05.908181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07ec75eaebdf497b382604f8c1fefa9dfa6bff06064bafd7454ab3352f677098

Aliases

arxiv: 2410.01545 · arxiv_version: 2410.01545v3 · doi: 10.48550/arxiv.2410.01545 · pith_short_12: A7WHL2XL35EX · pith_short_16: A7WHL2XL35EXWOBG · pith_short_8: A7WHL2XL

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/A7WHL2XL35EXWOBGAT4MD7X2TX \
  | 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: 07ec75eaebdf497b382604f8c1fefa9dfa6bff06064bafd7454ab3352f677098

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed0b0839de6f7840a365217b28337980183508b6d3e8eade60752423e6297e26",
    "cross_cats_sorted": [
      "physics.data-an"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T13:31:06Z",
    "title_canon_sha256": "1a01750b9b53e017e51ab28850d8d3d90ee77aef1a0cf84cd99530793d934a2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01545",
    "kind": "arxiv",
    "version": 3
  }
}