Pith Number

pith:6SBILALS

pith:2025:6SBILALSWKSCJCPX7UVOH4NHFL

not attested not anchored not stored refs pending

A Language Model-Driven Semi-Supervised Ensemble Framework for Illicit Market Detection Across Deep/Dark Web and Social Platforms

Amir H. Gandomi, Fang Chen, Hossein Yazdanjouei, Mikko S. Niemela, Mohammad Sadegh Khorshidi, Morteza Rakhshaninejad, Navid Yazdanjue

arxiv:2507.22912 v1 · 2025-07-19 · cs.CL · cs.AI · 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{6SBILALSWKSCJCPX7UVOH4NHFL}

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

Two-Stage Swarm Intelligence Ensemble Deep Transfer Learning (SI-EDTL) for Vehicle Detection Using Unmanned Aerial Vehicles

Receipt and verification

First computed	2026-07-05T11:46:01.447733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f482858172b2a42489f7fd2ae3f1a72add443963d576b43948027c02ad296bce

Aliases

arxiv: 2507.22912 · arxiv_version: 2507.22912v1 · doi: 10.48550/arxiv.2507.22912 · pith_short_12: 6SBILALSWKSC · pith_short_16: 6SBILALSWKSCJCPX · pith_short_8: 6SBILALS

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/6SBILALSWKSCJCPX7UVOH4NHFL \
  | 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: f482858172b2a42489f7fd2ae3f1a72add443963d576b43948027c02ad296bce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be2ab8dbb58aa293bb99fb24e41b1d6f1c5a3e2732bcb42592988d13a63bbb77",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-19T05:54:52Z",
    "title_canon_sha256": "9d4de0f0caf827964e48724428bebe373c73dcfe7658b04ebb5be5ab8decfcad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22912",
    "kind": "arxiv",
    "version": 1
  }
}