Pith Number

pith:43NMRLZK

pith:2024:43NMRLZKWKLTAW44GHYX27HY4T

not attested not anchored not stored refs pending

A Mechanistic Study of Transformers Training Dynamics

Ambroise Odonnat, Vivien Cabannes, Wassim Bouaziz

arxiv:2410.24050 v3 · 2024-10-31 · 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{43NMRLZKWKLTAW44GHYX27HY4T}

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

Learning In-context n-grams with Transformers: Sub-n-grams Are Near-stationary Points

Receipt and verification

First computed	2026-06-30T02:18:03.558145Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6dac8af2ab297305b9c31f17d7cf8e4d69395a705037cc1e6b19af4f8f8b596

Aliases

arxiv: 2410.24050 · arxiv_version: 2410.24050v3 · doi: 10.48550/arxiv.2410.24050 · pith_short_12: 43NMRLZKWKLT · pith_short_16: 43NMRLZKWKLTAW44 · pith_short_8: 43NMRLZK

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/43NMRLZKWKLTAW44GHYX27HY4T \
  | 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: e6dac8af2ab297305b9c31f17d7cf8e4d69395a705037cc1e6b19af4f8f8b596

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34d575ea2e50906b5ac7d307ce6b4d580d9522635d9df3916cd2325662ccae5a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T15:46:10Z",
    "title_canon_sha256": "a2135071acbcab095959a83b7537b4ebf9534369c36f34bced02b634483704e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.24050",
    "kind": "arxiv",
    "version": 3
  }
}