Pith Number

pith:OIKLPDFW

pith:2025:OIKLPDFWNA7E2WK4TMLGB2TUP5

not attested not anchored not stored refs pending

Towards LLM Agents for Earth Observation

Bharath Hariharan, Carl Vondrick, Cheng Perng Phoo, Chia Hsiang Kao, Kavita Bala, Rajeev Datta, Samuel Speas, Shreelekha Revankar, Snehal Bhagat, Utkarsh Mall, Wenting Zhao

arxiv:2504.12110 v2 · 2025-04-16 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OIKLPDFWNA7E2WK4TMLGB2TUP5}

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

7 papers in Pith

TerraBench: Can Agents Reason Over Heterogeneous Earth-System Data?

GeoNatureAgent Benchmark: Benchmarking LLM Agents for Environmental Geospatial Analysis Across Frontier and Open-Weight Foundation Models

Agentic AI for Remote Sensing: Technical Challenges and Research Directions

Can LLM Agents Respond to Disasters? Benchmarking Heterogeneous Geospatial Reasoning in Emergency Operations

Receipt and verification

First computed	2026-07-05T12:11:17.105640Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7214b78cb6683e4d595c9b1660ea747f4bf2f6aeda9141c1883727ce5dfed45e

Aliases

arxiv: 2504.12110 · arxiv_version: 2504.12110v2 · doi: 10.48550/arxiv.2504.12110 · pith_short_12: OIKLPDFWNA7E · pith_short_16: OIKLPDFWNA7E2WK4 · pith_short_8: OIKLPDFW

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/OIKLPDFWNA7E2WK4TMLGB2TUP5 \
  | 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: 7214b78cb6683e4d595c9b1660ea747f4bf2f6aeda9141c1883727ce5dfed45e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33811b8fd1893f0e8f282a77e3f47406276b1409d0a9c195794431a7e7fa9f3e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-16T14:19:25Z",
    "title_canon_sha256": "a45439b53200eead007207aa6c0b2bb524392ea1318240ff49dba67ee6f9e552"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12110",
    "kind": "arxiv",
    "version": 2
  }
}