Pith Number

pith:253XK2MU

pith:2025:253XK2MUGZLZUPJZYZENMGJQNZ

not attested not anchored not stored refs pending

Transformers Are Universally Consistent

Kushal Bose, Sagar Ghosh, Swagatam Das

arxiv:2505.24531 v1 · 2025-05-30 · 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{253XK2MUGZLZUPJZYZENMGJQNZ}

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.

Receipt and verification

First computed	2026-07-05T11:12:51.858535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d77775699436579a3d39c648d619306e515d0f2b8cc7e0898b02c0930db5c1ba

Aliases

arxiv: 2505.24531 · arxiv_version: 2505.24531v1 · doi: 10.48550/arxiv.2505.24531 · pith_short_12: 253XK2MUGZLZ · pith_short_16: 253XK2MUGZLZUPJZ · pith_short_8: 253XK2MU

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/253XK2MUGZLZUPJZYZENMGJQNZ \
  | 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: d77775699436579a3d39c648d619306e515d0f2b8cc7e0898b02c0930db5c1ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f62fe3bcc713ba04f8e17b15eaad99dc1605ac278d8632f7fd23e9562d163a58",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T12:39:26Z",
    "title_canon_sha256": "df154dde5654552b45a1ba3744be07c2c75f86222bb88b7938ef1abf7bd32039"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24531",
    "kind": "arxiv",
    "version": 1
  }
}