Pith Number

pith:SN2RFZCK

pith:2026:SN2RFZCKF4SPTDY4MTBR5EU72Q

not attested not anchored not stored refs pending

Filling Before Advancing: Capability-Gap-Driven Post-Training for Scenario-Specialized Remote Sensing MLLMs

Antonio Plaza, Jon Atli Benediktsson, Minghua Wang, Xin Zhao, Yuheng Zong, Zhi-Hui Zhan

arxiv:2607.22205 v1 · 2026-07-24 · cs.CV · 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{SN2RFZCKF4SPTDY4MTBR5EU72Q}

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.

Receipt and verification

First computed	2026-07-27T01:20:53.785148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

937512e44a2f24f98f1c64c31e929fd4307f5b73cfa212e67fdb12f247da093c

Aliases

arxiv: 2607.22205 · arxiv_version: 2607.22205v1 · doi: 10.48550/arxiv.2607.22205 · pith_short_12: SN2RFZCKF4SP · pith_short_16: SN2RFZCKF4SPTDY4 · pith_short_8: SN2RFZCK

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/SN2RFZCKF4SPTDY4MTBR5EU72Q \
  | 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: 937512e44a2f24f98f1c64c31e929fd4307f5b73cfa212e67fdb12f247da093c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ec6cf31c5df279f6e72dd3f3ea3490b4730887fa95209a3e5120611e8679022",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-07-24T11:21:25Z",
    "title_canon_sha256": "242c261c6fee515474bfe0a823c4263eb89e3ff8fd77383b069b731c96f993e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.22205",
    "kind": "arxiv",
    "version": 1
  }
}