Pith Number

pith:645CM2AS

pith:2025:645CM2AS4FNLZI3AHN2ILWTMDQ

not attested not anchored not stored refs pending

Deep sequence models tend to memorize geometrically; it is unclear why

Elan Rosenfeld, Sanjiv Kumar, Shahriar Noroozizadeh, Vaishnavh Nagarajan

arxiv:2510.26745 v3 · 2025-10-30 · cs.LG · cs.AI · cs.CL · 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{645CM2AS4FNLZI3AHN2ILWTMDQ}

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

Geometric Factual Recall in Transformers

Receipt and verification

First computed	2026-05-20T00:05:36.926900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f73a266812e15abca3603b7485da6c1c1fe14976f51429adf580117100ed6638

Aliases

arxiv: 2510.26745 · arxiv_version: 2510.26745v3 · doi: 10.48550/arxiv.2510.26745 · pith_short_12: 645CM2AS4FNL · pith_short_16: 645CM2AS4FNLZI3A · pith_short_8: 645CM2AS

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/645CM2AS4FNLZI3AHN2ILWTMDQ \
  | 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: f73a266812e15abca3603b7485da6c1c1fe14976f51429adf580117100ed6638

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f428c763af651232834f36af7b9a62a80d87df3fe67a27e1a29cd70be4236af3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-30T17:40:22Z",
    "title_canon_sha256": "e7ec8cd122866ddd46f98b35397ccdf43d6ea902b172719ff2d9fb830b6cb5e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.26745",
    "kind": "arxiv",
    "version": 3
  }
}