Pith Number

pith:MNNL3LRE

pith:2023:MNNL3LREZKP2H6OHRAE3KSYZ2I

not attested not anchored not stored refs pending

On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence

Chris Cundy, Deepak Mishra, Gao Cong, Gengchen Mai, Jin Sun, Ni Lao, Ninghao Liu, Rui Zhu, Song Gao, Suhang Song, Tianming Liu, Weiming Huang, YingJie Hu, Ziyuan Li

arxiv:2304.06798 v1 · 2023-04-13 · cs.AI · cs.CL · 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{MNNL3LREZKP2H6OHRAE3KSYZ2I}

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

6 papers in Pith

Quantifying Geospatial in the Common Crawl Corpus

Mini-JEPA Foundation Model Fleet Enables Agentic Hydrologic Intelligence

Do Foundation Model Embeddings Improve Cross-Country Crop Yield Generalisation? A Leave-One-Country-Out Evaluation in Sub-Saharan Africa

ChangeQuery: Advancing Remote Sensing Change Analysis for Natural and Human-Induced Disasters from Visual Detection to Semantic Understanding

Bridging Perception and Action: A Lightweight Multimodal Meta-Planner Framework for Robust Earth Observation Agents

Receipt and verification

First computed	2026-07-05T06:01:02.050341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

635abdae24ca9fa3f9c78809b54b19d212cbd5f7a4790b8b72cdfa11e569c357

Aliases

arxiv: 2304.06798 · arxiv_version: 2304.06798v1 · doi: 10.48550/arxiv.2304.06798 · pith_short_12: MNNL3LREZKP2 · pith_short_16: MNNL3LREZKP2H6OH · pith_short_8: MNNL3LRE

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/MNNL3LREZKP2H6OHRAE3KSYZ2I \
  | 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: 635abdae24ca9fa3f9c78809b54b19d212cbd5f7a4790b8b72cdfa11e569c357

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9834d27c26279934b29c25b856a2f44885e7acceefe5754086e0e166fda53255",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-04-13T19:50:17Z",
    "title_canon_sha256": "4873c8e574bb9cbafbfdf11efff5e76667e7343a28c06e232cec4f55ebafe2c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.06798",
    "kind": "arxiv",
    "version": 1
  }
}