Pith Number

pith:OKUQD6LE

pith:2023:OKUQD6LE6DKCVDQN6GZJY4DDV5

not attested not anchored not stored refs pending

Better, Not Just More: Data-Centric Machine Learning for Earth Observation

Caroline Gevaert, Devis Tuia, Jefersson A. dos Santos, Jonathan Prexl, Keiller Nogueira, Marc Ru{\ss}wurm, Maria Vakalopoulou, Michael Kampffmeyer, Ribana Roscher, Ronny H\"ansch, Stine Hansen

arxiv:2312.05327 v4 · 2023-12-08 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OKUQD6LE6DKCVDQN6GZJY4DDV5}

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

1 paper in Pith

Multi-Agent Geospatial Copilots for Remote Sensing Workflows

Receipt and verification

First computed	2026-07-05T10:30:51.999164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72a901f964f0d42a8e0df1b29c7063af79f9648104d93c74e0f00aa68b89091a

Aliases

arxiv: 2312.05327 · arxiv_version: 2312.05327v4 · doi: 10.48550/arxiv.2312.05327 · pith_short_12: OKUQD6LE6DKC · pith_short_16: OKUQD6LE6DKCVDQN · pith_short_8: OKUQD6LE

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/OKUQD6LE6DKCVDQN6GZJY4DDV5 \
  | 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: 72a901f964f0d42a8e0df1b29c7063af79f9648104d93c74e0f00aa68b89091a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f9a96f03b4d8ddf37fdc538a88183991b47b31d515526902513bc8f9b45ec13",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-08T19:24:05Z",
    "title_canon_sha256": "a6a093ad6a5caf32f083e2a488df84b2510a590a968d7effcb950e44234e6319"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05327",
    "kind": "arxiv",
    "version": 4
  }
}