Pith. sign in
Pith Number

pith:CMZH57S3

pith:2025:CMZH57S3BZPGCDSBRPZPQTXGQL
not attested not anchored not stored refs pending

Concept-Level AI for Telecom: Moving Beyond Large Language Models

Abbas Bradai, Abdulhalim Dandoush, Ali Belgacem, Viswanath Kumarskandpriya

arxiv:2506.22359 v1 · 2025-06-27 · cs.NI · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CMZH57S3BZPGCDSBRPZPQTXGQL}

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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.
Receipt and verification
First computed 2026-07-05T11:28:25.945361Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

13327efe5b0e5e610e418bf2f84ee682f70ce19233c7823de9dead3ad44c48ef

Aliases

arxiv: 2506.22359 · arxiv_version: 2506.22359v1 · doi: 10.48550/arxiv.2506.22359 · pith_short_12: CMZH57S3BZPG · pith_short_16: CMZH57S3BZPGCDSB · pith_short_8: CMZH57S3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CMZH57S3BZPGCDSBRPZPQTXGQL \
  | 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: 13327efe5b0e5e610e418bf2f84ee682f70ce19233c7823de9dead3ad44c48ef
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a9dc7c23a1390ae01a20f8bb1bbb009b7408f34dfd0ea1709b15b2053796678f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-06-27T16:20:18Z",
    "title_canon_sha256": "ac6648a3075389e1d082fe6c54975bb298d88ef1ec8f88ae99ba8a623ddb8a94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22359",
    "kind": "arxiv",
    "version": 1
  }
}