Pith Number

pith:G4KKGPYH

pith:2020:G4KKGPYH2K6DJKJFCA3CLBSQYK

not attested not anchored not stored refs pending

A new method for parameter estimation in probabilistic models: Minimum probability flow

Jascha Sohl-Dickstein, Michael R. DeWeese, Peter Battaglino

arxiv:2007.09240 v1 · 2020-07-17 · 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{G4KKGPYH2K6DJKJFCA3CLBSQYK}

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	2026-07-05T01:20:22.012751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3714a33f07d2bc34a9251036258650c2b9490bc0f4e81d1a70cb600315ea865e

Aliases

arxiv: 2007.09240 · arxiv_version: 2007.09240v1 · doi: 10.48550/arxiv.2007.09240 · pith_short_12: G4KKGPYH2K6D · pith_short_16: G4KKGPYH2K6DJKJF · pith_short_8: G4KKGPYH

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/G4KKGPYH2K6DJKJFCA3CLBSQYK \
  | 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: 3714a33f07d2bc34a9251036258650c2b9490bc0f4e81d1a70cb600315ea865e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e6d75381df575f5536916555b1a1459d27f4d358cadb0d0736a90d62a0559da",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-17T21:19:44Z",
    "title_canon_sha256": "d3155acb64ce6604c0c763dc564770b723e85e21cde931132590850b399e7893"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.09240",
    "kind": "arxiv",
    "version": 1
  }
}