Pith Number

pith:V6DLAZ7X

pith:2025:V6DLAZ7XUE6PMYRW4XZQD4QLAW

not attested not anchored not stored refs pending

Parameter-Efficient Fine-Tuning of Multispectral Foundation Models for Hyperspectral Image Classification

Ahmed Ratnani, Bernardin Ligan, Fahd Kalloubi, Khalide Jbilou

arxiv:2505.15334 v1 · 2025-05-21 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6DLAZ7XUE6PMYRW4XZQD4QLAW}

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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

Cross-Domain Transfer of Hyperspectral Foundation Models

Receipt and verification

First computed	2026-07-05T11:06:43.966512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af86b067f7a13cf66236e5f301f20b0581d79eb1817bbebd3b1f47527499f035

Aliases

arxiv: 2505.15334 · arxiv_version: 2505.15334v1 · doi: 10.48550/arxiv.2505.15334 · pith_short_12: V6DLAZ7XUE6P · pith_short_16: V6DLAZ7XUE6PMYRW · pith_short_8: V6DLAZ7X

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/V6DLAZ7XUE6PMYRW4XZQD4QLAW \
  | 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: af86b067f7a13cf66236e5f301f20b0581d79eb1817bbebd3b1f47527499f035

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a30d3abcac5d23dafe060c7c9dd8601b2ca0fabe5dde55e0f74c2df09b49b6b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-21T10:05:33Z",
    "title_canon_sha256": "f2d61721ec83e8fcde2bbb1a7a1438950388d5ef23f52c5f67d101e46000bf7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15334",
    "kind": "arxiv",
    "version": 1
  }
}