Pith Number

pith:DG6ZMQLW

pith:2024:DG6ZMQLWXJUM6JQTEGFCN6773F

not attested not anchored not stored refs pending

On Privacy, Security, and Trustworthiness in Distributed Wireless Large AI Models (WLAM)

Le Liang, Merouane Debbah, Wei Xu, Yuanhao Cui, Zhaohui Yang, Zhijin Qin

arxiv:2412.02538 v2 · 2024-12-03 · cs.IT · cs.LG · eess.SP · math.IT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DG6ZMQLWXJUM6JQTEGFCN6773F}

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

Alternating Optimization for Joint Resource Allocation in Full-Duplex Multi-Sector Fluid Antenna-Enabled Near-Field Systems

Receipt and verification

First computed	2026-07-05T09:44:18.093551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19bd964176ba68cf2613218a26fbffd94bb273daac27c689660c7dadfeace5b6

Aliases

arxiv: 2412.02538 · arxiv_version: 2412.02538v2 · doi: 10.48550/arxiv.2412.02538 · pith_short_12: DG6ZMQLWXJUM · pith_short_16: DG6ZMQLWXJUM6JQT · pith_short_8: DG6ZMQLW

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/DG6ZMQLWXJUM6JQTEGFCN6773F \
  | 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: 19bd964176ba68cf2613218a26fbffd94bb273daac27c689660c7dadfeace5b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "462cc2d0492604276eb7a1316490643fe18a1ca3cc41279d3d2eef490f142370",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2024-12-03T16:32:19Z",
    "title_canon_sha256": "9d9034269bf752001b28f19b9b320d1815acf9eae15dbec61a4bac2b0c748283"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02538",
    "kind": "arxiv",
    "version": 2
  }
}