Pith Number

pith:KC5GMGQC

pith:2025:KC5GMGQCMLA4YIQKMVROQKZFZR

not attested not anchored not stored refs pending

MaskSDM with Shapley values to improve flexibility, robustness, and explainability in species distribution modeling

Benjamin Kellenberger, Chiara Vanalli, Devis Tuia, Gencer Sumbul, Nina van Tiel, Robin Zbinden

arxiv:2503.13057 v2 · 2025-03-17 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KC5GMGQCMLA4YIQKMVROQKZFZR}

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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

CISO: Species Distribution Modeling Conditioned on Incomplete Species Observations

Receipt and verification

First computed	2026-07-05T11:56:53.854579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50ba661a0262c1cc220a6562e82b25cc7814e80302acc26e8380d693b872ebfa

Aliases

arxiv: 2503.13057 · arxiv_version: 2503.13057v2 · doi: 10.48550/arxiv.2503.13057 · pith_short_12: KC5GMGQCMLA4 · pith_short_16: KC5GMGQCMLA4YIQK · pith_short_8: KC5GMGQC

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/KC5GMGQCMLA4YIQKMVROQKZFZR \
  | 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: 50ba661a0262c1cc220a6562e82b25cc7814e80302acc26e8380d693b872ebfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "196b46c41e34be49ba8637c914d14e4bf4ceb8d502339fc150ce7575c3cd315b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-17T11:02:28Z",
    "title_canon_sha256": "270557431efa228c1e5d6983a32773af13affb7f093db2ffa61513791af15028"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13057",
    "kind": "arxiv",
    "version": 2
  }
}