Pith. sign in
Pith Number

pith:LXLIW3PK

pith:2023:LXLIW3PKIOA7UJP7PMAT2E6F2K
not attested not anchored not stored refs pending

Multi-modal learning for geospatial vegetation forecasting

Christian Requena-Mesa, Claire Robin, Jos\'e Cort\'es, Lazaro Alonso, Markus Reichstein, M\'elanie Weynants, Nora Linscheid, Nuno Carvalhais, Vitus Benson, Zhihan Gao

arxiv:2303.16198 v2 · 2023-03-28 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LXLIW3PKIOA7UJP7PMAT2E6F2K}

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 2026-07-05T07:53:07.722000Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5dd68b6dea4381fa25ff7b013d13c5d2b541c23428c23c15495d286f19847f57

Aliases

arxiv: 2303.16198 · arxiv_version: 2303.16198v2 · doi: 10.48550/arxiv.2303.16198 · pith_short_12: LXLIW3PKIOA7 · pith_short_16: LXLIW3PKIOA7UJP7 · pith_short_8: LXLIW3PK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LXLIW3PKIOA7UJP7PMAT2E6F2K \
  | 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: 5dd68b6dea4381fa25ff7b013d13c5d2b541c23428c23c15495d286f19847f57
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4fe8d3b95ede1458a8bbfd6e9b9776bf8cdcfbeb820f2542f3dcb1b2b2e259b4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-28T17:59:05Z",
    "title_canon_sha256": "10bd59148666a222ef967501fe03314e15f43c8fa3fc0da2ad485a83e4e13b69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.16198",
    "kind": "arxiv",
    "version": 2
  }
}