Pith Number

pith:QNAWQZY6

pith:2026:QNAWQZY66CQKEEYVBQYQQFWMFS

not attested not anchored not stored refs pending

Understanding Parallel Samplers in Masked Diffusion via Random Walks on Graphs

Cho Cholyeon, Purnamrita Sarkar, Sujay Sanghavi, Syamantak Kumar, Vansh Bansal

arxiv:2606.22976 v1 · 2026-06-22 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QNAWQZY66CQKEEYVBQYQQFWMFS}

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	2026-06-23T03:14:05.722873Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

834168671ef0a0a213150c310816cc2c9cda52391f98c7d992df1abd6f142da2

Aliases

arxiv: 2606.22976 · arxiv_version: 2606.22976v1 · doi: 10.48550/arxiv.2606.22976 · pith_short_12: QNAWQZY66CQK · pith_short_16: QNAWQZY66CQKEEYV · pith_short_8: QNAWQZY6

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/QNAWQZY66CQKEEYVBQYQQFWMFS \
  | 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: 834168671ef0a0a213150c310816cc2c9cda52391f98c7d992df1abd6f142da2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6655122e7891b8b87c6e330587de17f7ff70a49261375ca627966e36e259a97",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-22T07:56:50Z",
    "title_canon_sha256": "976c733d86346ef223469ee35365376de756ed3cf34af4e79db93d89d0320fbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.22976",
    "kind": "arxiv",
    "version": 1
  }
}