Pith Number

pith:W4ZQF7F4

pith:2026:W4ZQF7F4NOUR3WWFFZD4LV74UE

not attested not anchored not stored refs pending

Mixing Times of Glauber Dynamics on Masked Language Models

Aitzaz Shaikh, Alina Shah, Janna Goodman, Lionel Levine, Neer Mehta, Sami Wolf, Suvadip Sana

arxiv:2605.16378 v1 · 2026-05-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W4ZQF7F4NOUR3WWFFZD4LV74UE}

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	2026-05-20T00:02:19.214897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b73302fcbc6ba91ddac52e47c5d7fca108ad6e099969eb7670a1d3cd610a92df

Aliases

arxiv: 2605.16378 · arxiv_version: 2605.16378v1 · doi: 10.48550/arxiv.2605.16378 · pith_short_12: W4ZQF7F4NOUR · pith_short_16: W4ZQF7F4NOUR3WWF · pith_short_8: W4ZQF7F4

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/W4ZQF7F4NOUR3WWFFZD4LV74UE \
  | 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: b73302fcbc6ba91ddac52e47c5d7fca108ad6e099969eb7670a1d3cd610a92df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a0f49f5ac2e29f51cde4f449e434173fd5deade9255e8be547d13e5c89c793f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-11T00:31:16Z",
    "title_canon_sha256": "5e047fc9e91d876972cff7628566454b5111bd4a93d70b4510f88ceed64e9761"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.16378",
    "kind": "arxiv",
    "version": 1
  }
}