Pith Number

pith:WYYLFCTR

pith:2025:WYYLFCTRGVSPVIK5P435M42WGI

not attested not anchored not stored refs pending

Interpretability of Graph Neural Networks to Assess Effects of Global Change Drivers on Ecological Networks

Colin Fontaine, Elisa Thebault, Emre Anakok, Pierre Barbillon

arxiv:2503.15107 v3 · 2025-03-19 · stat.ML · 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{WYYLFCTRGVSPVIK5P435M42WGI}

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	2026-05-20T00:00:18.377534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b630b28a713564faa15d7f37d6735632140b57c5d7f1d4cefb1620191dcfd686

Aliases

arxiv: 2503.15107 · arxiv_version: 2503.15107v3 · doi: 10.48550/arxiv.2503.15107 · pith_short_12: WYYLFCTRGVSP · pith_short_16: WYYLFCTRGVSPVIK5 · pith_short_8: WYYLFCTR

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/WYYLFCTRGVSPVIK5P435M42WGI \
  | 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: b630b28a713564faa15d7f37d6735632140b57c5d7f1d4cefb1620191dcfd686

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed4b699af3b16064ef0ef00ec35ecde0e5055e81e3e1dbaa5b32c8fa0ffa4f49",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-03-19T11:04:53Z",
    "title_canon_sha256": "6ab24796e24363339b1fdedb8f7515793143d72f496bb10e3a5d765095488528"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15107",
    "kind": "arxiv",
    "version": 3
  }
}