Pith Number

pith:DUEXERRM

pith:2024:DUEXERRMPGIF2UHTXVKBZ2WBUW

not attested not anchored not stored refs pending

Contrasting local and global modeling with machine learning and satellite data: A case study estimating tree canopy height in African savannas

Andrew Davies, Esther Rolf, Lucia Gordon, Milind Tambe

arxiv:2411.14354 v1 · 2024-11-21 · cs.LG · cs.AI · 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{DUEXERRMPGIF2UHTXVKBZ2WBUW}

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

A Novel Large Vision Foundation Model (LVFM)-based Approach for Generating High-Resolution Canopy Height Maps in Plantations for Precision Forestry Management

Receipt and verification

First computed	2026-07-05T09:38:45.637481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d0972462c79905d50f3bd541ceac1a59ecea90083324ae2b85f2edd482666c2

Aliases

arxiv: 2411.14354 · arxiv_version: 2411.14354v1 · doi: 10.48550/arxiv.2411.14354 · pith_short_12: DUEXERRMPGIF · pith_short_16: DUEXERRMPGIF2UHT · pith_short_8: DUEXERRM

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/DUEXERRMPGIF2UHTXVKBZ2WBUW \
  | 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: 1d0972462c79905d50f3bd541ceac1a59ecea90083324ae2b85f2edd482666c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abc37dd47cc640718d8c02cbf90a0f438f0dc9a54780d819b8bf00a10e692fdf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T17:53:27Z",
    "title_canon_sha256": "f5c0b70879c1b11d59b70504d202da6f4439579d0463942b8a8112b20ed56eec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14354",
    "kind": "arxiv",
    "version": 1
  }
}