Pith Number

pith:OHC2G4DX

pith:2024:OHC2G4DX6MGA53SNNQPTGPO44K

not attested not anchored not stored refs pending

Uncertainty and Generalizability in Foundation Models for Earth Observation

Freddie Kalaitzis, Karthick Panner Selvam, Raul Ramos-Pollan

arxiv:2409.08744 v1 · 2024-09-13 · cs.CV · 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{OHC2G4DX6MGA53SNNQPTGPO44K}

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

Feature Extraction in the Remote Sensing Data Value Chain: A Systematic Review of Methods and Applications

Receipt and verification

First computed	2026-07-05T09:06:46.615223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71c5a37077f30c0eee4d6c1f333ddce2b39930bd46c2d484b49ee4d65a8482cf

Aliases

arxiv: 2409.08744 · arxiv_version: 2409.08744v1 · doi: 10.48550/arxiv.2409.08744 · pith_short_12: OHC2G4DX6MGA · pith_short_16: OHC2G4DX6MGA53SN · pith_short_8: OHC2G4DX

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/OHC2G4DX6MGA53SNNQPTGPO44K \
  | 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: 71c5a37077f30c0eee4d6c1f333ddce2b39930bd46c2d484b49ee4d65a8482cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72eb48937219d3dbc24cc2d9f753099122e76a0cb63b2c7c425e6f8dfb9d03cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-09-13T11:52:16Z",
    "title_canon_sha256": "615782565ebd877313bbc396437fac3c77633fa6eaefb673d1dd8bea37bbab94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.08744",
    "kind": "arxiv",
    "version": 1
  }
}