Pith Number

pith:M5EPTCDS

pith:2019:M5EPTCDSPUEJYZBP6ITRJYT2OO

not attested not anchored not stored refs pending

DeepFlow: History Matching in the Space of Deep Generative Models

Lukas Mosser, Martin J. Blunt, Olivier Dubrule

arxiv:1905.05749 v2 · 2019-05-14 · cs.LG · cs.CV · physics.comp-ph · physics.geo-ph · 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{M5EPTCDSPUEJYZBP6ITRJYT2OO}

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	2026-05-17T23:43:32.626732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6748f988727d089c642ff22714e27a73a96ca30dd3521a0bc297793393698d84

Aliases

arxiv: 1905.05749 · arxiv_version: 1905.05749v2 · doi: 10.48550/arxiv.1905.05749 · pith_short_12: M5EPTCDSPUEJ · pith_short_16: M5EPTCDSPUEJYZBP · pith_short_8: M5EPTCDS

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/M5EPTCDSPUEJYZBP6ITRJYT2OO \
  | 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: 6748f988727d089c642ff22714e27a73a96ca30dd3521a0bc297793393698d84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed1cc4ed1e77a3ce8b746cea1fd2d24b2a197e5df98634233fb98c82ea221cd7",
    "cross_cats_sorted": [
      "cs.CV",
      "physics.comp-ph",
      "physics.geo-ph",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-14T17:52:52Z",
    "title_canon_sha256": "58f9342f8b7cd07d2b7564a7fe09dd74425bc8f5ee1b100973ed736bb1e32f86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05749",
    "kind": "arxiv",
    "version": 2
  }
}