Pith Number

pith:DSLOAFPD

pith:2026:DSLOAFPD3XCBFB242IGIUGKRZG

not attested not anchored not stored refs pending

Pseudorandom Streams within Diffusion Models Act as Learnable Inputs That Affect Generation Quality

Chenqi Ye, Shengzhi Deng, Yanze Guo

arxiv:2608.02575 v1 · 2026-08-03 · 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{DSLOAFPD3XCBFB242IGIUGKRZG}

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	2026-08-04T02:44:12.557623Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c96e015e3ddc412875cd20c8a1951c98c905b55b299a2dac2decb144b2ad020

Aliases

arxiv: 2608.02575 · arxiv_version: 2608.02575v1 · doi: 10.48550/arxiv.2608.02575 · pith_short_12: DSLOAFPD3XCB · pith_short_16: DSLOAFPD3XCBFB24 · pith_short_8: DSLOAFPD

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/DSLOAFPD3XCBFB242IGIUGKRZG \
  | 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: 1c96e015e3ddc412875cd20c8a1951c98c905b55b299a2dac2decb144b2ad020

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56c01572bd38812bd1a7dbd5ef03d604d8ccb38510eaf20262742a4e8509a427",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-03T17:50:54Z",
    "title_canon_sha256": "5e4a638d857e3b30509fe6a4d8dfbe54a64dfb2f54521f3f9a066d9cf4b25a95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.02575",
    "kind": "arxiv",
    "version": 1
  }
}