Pith Number

pith:O7PXCELZ

pith:2024:O7PXCELZ6KIUD2SEQ3HEJD4FEV

not attested not anchored not stored refs pending

Generator Matching: Generative modeling with arbitrary Markov processes

Brian Karrer, Itai Gat, Jason Yim, Marton Havasi, Neta Shaul, Peter Holderrieth, Ricky T. Q. Chen, Tommi Jaakkola, Yaron Lipman

arxiv:2410.20587 v3 · 2024-10-27 · 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{O7PXCELZ6KIUD2SEQ3HEJD4FEV}

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

7 papers in Pith

Perron--Frobenius Operator Matching for Generative Modeling

Flexible Flows for Biological Sequence Design

Generative Molecular Morphing for Flexible-Size Design via Unbalanced Optimal Transport

Free energy Estimation on Any State Space

Multimodal Crystal Flow: Any-to-Any Modality Generation for Unified Crystal Modeling

Receipt and verification

First computed	2026-07-05T10:20:41.229544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77df711179f29141ea4486ce448f85256f1c5ecfd12e9eedd5769e91df26b9f4

Aliases

arxiv: 2410.20587 · arxiv_version: 2410.20587v3 · doi: 10.48550/arxiv.2410.20587 · pith_short_12: O7PXCELZ6KIU · pith_short_16: O7PXCELZ6KIUD2SE · pith_short_8: O7PXCELZ

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/O7PXCELZ6KIUD2SEQ3HEJD4FEV \
  | 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: 77df711179f29141ea4486ce448f85256f1c5ecfd12e9eedd5769e91df26b9f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "430a410a6b09e3cf0a1183bab564825a4a99fb77c0880b031459b9caa9fd4484",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-27T20:47:29Z",
    "title_canon_sha256": "78167f7773125a045e62de79279dd4d1153ab90d3e0a5dd152d77e13149591d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20587",
    "kind": "arxiv",
    "version": 3
  }
}