Pith Number

pith:UUBHY3NQ

pith:2024:UUBHY3NQPTKWD2UYMAPME4DNCS

not attested not anchored not stored refs pending

Data-Centric Machine Learning for Earth Observation: Necessary and Sufficient Features

Andreas Dengel, Hiba Najjar, Marlon Nuske

arxiv:2408.11384 v1 · 2024-08-21 · 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{UUBHY3NQPTKWD2UYMAPME4DNCS}

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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

On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation?

Receipt and verification

First computed	2026-07-05T08:57:43.024793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5027c6db07cd561ea98601ec2706d149dd187675779789affcffec9cbabde14

Aliases

arxiv: 2408.11384 · arxiv_version: 2408.11384v1 · doi: 10.48550/arxiv.2408.11384 · pith_short_12: UUBHY3NQPTKW · pith_short_16: UUBHY3NQPTKWD2UY · pith_short_8: UUBHY3NQ

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/UUBHY3NQPTKWD2UYMAPME4DNCS \
  | 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: a5027c6db07cd561ea98601ec2706d149dd187675779789affcffec9cbabde14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6be69cea67f74f6b5f03562693c053f5163365929412bf07caced85d362d28a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-21T07:26:43Z",
    "title_canon_sha256": "20d61fd8d538482f30d83cfbc34ed2cced0c8f879e36ec69fe2b123d458bf2b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11384",
    "kind": "arxiv",
    "version": 1
  }
}