Pith Number

pith:L2IEVSWB

pith:2025:L2IEVSWBPIDM3KJO5ZHDI4BAIM

not attested not anchored not stored refs pending

Panopticon: Advancing Any-Sensor Foundation Models for Earth Observation

Adam J. Stewart, Ando Shah, John Chuang, Leonard Waldmann, Nils Lehmann, Stefan Bauer, Xiao Xiang Zhu, Yi Wang, Zhitong Xiong

arxiv:2503.10845 v2 · 2025-03-13 · 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{L2IEVSWBPIDM3KJO5ZHDI4BAIM}

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

3 papers in Pith

UniverSat: Resolution- and Modality-Agnostic Transformers for Earth Observation

TESSERA: Temporal Embeddings of Surface Spectra for Earth Representation and Analysis

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

Receipt and verification

First computed	2026-07-05T11:46:41.140718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e904acac17a06cda92eee4e34702043038025d6e9f6e8bc8553f3b9a5e16cf4

Aliases

arxiv: 2503.10845 · arxiv_version: 2503.10845v2 · doi: 10.48550/arxiv.2503.10845 · pith_short_12: L2IEVSWBPIDM · pith_short_16: L2IEVSWBPIDM3KJO · pith_short_8: L2IEVSWB

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/L2IEVSWBPIDM3KJO5ZHDI4BAIM \
  | 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: 5e904acac17a06cda92eee4e34702043038025d6e9f6e8bc8553f3b9a5e16cf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb1d27ada83ac3ca505f0024df6a4aa8a41d9a39fda0a8d3192dd12f4af1f265",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-13T19:54:53Z",
    "title_canon_sha256": "4f87290e95d1ea9114d6557b67eaccfa2e3dece100ca166c34388c5f84de1672"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10845",
    "kind": "arxiv",
    "version": 2
  }
}