Pith Number

pith:CMX4TGQT

pith:2025:CMX4TGQTRB73HRU64CJASIWGNP

not attested not anchored not stored refs pending

Vision-Language Models for Edge Networks: A Comprehensive Survey

Ahmed Sharshar, Latif U. Khan, Mohsen Guizani, Waseem Ullah

arxiv:2502.07855 v2 · 2025-02-11 · cs.CV · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{CMX4TGQTRB73HRU64CJASIWGNP}

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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

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T11:22:36.526869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

132fc99a13887fb3c69ee0920922c66bde9ff09c0c6e5ad4705082e0a4a3d5ca

Aliases

arxiv: 2502.07855 · arxiv_version: 2502.07855v2 · doi: 10.48550/arxiv.2502.07855 · pith_short_12: CMX4TGQTRB73 · pith_short_16: CMX4TGQTRB73HRU6 · pith_short_8: CMX4TGQT

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/CMX4TGQTRB73HRU64CJASIWGNP \
  | 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: 132fc99a13887fb3c69ee0920922c66bde9ff09c0c6e5ad4705082e0a4a3d5ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be26c9bf00746be534e7779fbf56f183bf0a4929123e6e1d0c5ae49cdeccf960",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-11T14:04:43Z",
    "title_canon_sha256": "b46e86eb62f4f7bdd4768033b0be86141f3f9b5df10de632f8eb3d808826f427"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07855",
    "kind": "arxiv",
    "version": 2
  }
}