Pith Number

pith:QJ27HOLP

pith:2024:QJ27HOLPDZM4WIFXIFF5K54BBZ

not attested not anchored not stored refs pending

Unlocking Guidance for Discrete State-Space Diffusion and Flow Models

Hunter Nisonoff, Jennifer Listgarten, Junhao Xiong, Stephan Allenspach

arxiv:2406.01572 v4 · 2024-06-03 · 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{QJ27HOLPDZM4WIFXIFF5K54BBZ}

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

12 papers in Pith

A Mathematical Introduction to Diffusion Models

Flexible Flows for Biological Sequence Design

BlockGen: Flexible Blockwise Sequence Modeling with Hybrid Samplers

Language Modeling with Hyperspherical Flows

Adaptive Order Policies for Masked Diffusion

Receipt and verification

First computed	2026-07-05T10:39:19.262709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8275f3b96f1e59cb20b7414bd577810e59c50982909d6efa70deeec7a8b0e7d3

Aliases

arxiv: 2406.01572 · arxiv_version: 2406.01572v4 · doi: 10.48550/arxiv.2406.01572 · pith_short_12: QJ27HOLPDZM4 · pith_short_16: QJ27HOLPDZM4WIFX · pith_short_8: QJ27HOLP

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/QJ27HOLPDZM4WIFXIFF5K54BBZ \
  | 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: 8275f3b96f1e59cb20b7414bd577810e59c50982909d6efa70deeec7a8b0e7d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff6c9e1ab59f6d24147df896979ecb5c95a193db696378b919b97b1a7d2a644f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T17:51:54Z",
    "title_canon_sha256": "29f555f6c2002f7437322eb95b98571744a9fb480b8f779539899483c841d14e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01572",
    "kind": "arxiv",
    "version": 4
  }
}