Pith Number

pith:KQZLUI2X

pith:2026:KQZLUI2XYEKB43SWVCIWOO7IZQ

not attested not anchored not stored refs pending

From Machine Learning to Large-Scale EO Products: Best Practices for Making Maps

Adam J. Stewart, Aleksis Pirinen, Cesar Aybar, Clemens Mosig, Damien Robert, Ghjulia Sialelli, Jan D. Wegner, Konrad Schindler, Linus Scheibenreif, Olof Mogren, Robin Young, Yuchang Jiang

arxiv:2607.24532 v1 · 2026-07-27 · 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{KQZLUI2XYEKB43SWVCIWOO7IZQ}

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	2026-07-28T02:24:08.568755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5432ba2357c1141e6e56a891673be8cc38192e68aa6136b035f426a38941e461

Aliases

arxiv: 2607.24532 · arxiv_version: 2607.24532v1 · doi: 10.48550/arxiv.2607.24532 · pith_short_12: KQZLUI2XYEKB · pith_short_16: KQZLUI2XYEKB43SW · pith_short_8: KQZLUI2X

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/KQZLUI2XYEKB43SWVCIWOO7IZQ \
  | 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: 5432ba2357c1141e6e56a891673be8cc38192e68aa6136b035f426a38941e461

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7db506c3a97a2756fa0f7f2075eb4913455b2045efdc5c4001d41009a169649a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-27T15:10:57Z",
    "title_canon_sha256": "7db24cc594a1be025f11cde5129ab09777b47e8370ccf45dab0c5b42c32ef0ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.24532",
    "kind": "arxiv",
    "version": 1
  }
}