Pith Number

pith:TDBJL2LV

pith:2025:TDBJL2LVAOTQSQBCKFQOEETOXW

not attested not anchored not stored refs pending

On the Convergence of Large Language Model Optimizer for Black-Box Network Management

Hoon Lee, Inkyu Lee, Merouane Debbah, Wentao Zhou

arxiv:2507.02689 v1 · 2025-07-03 · cs.IT · eess.SP · math.IT

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

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\usepackage{pith}
\pithnumber{TDBJL2LVAOTQSQBCKFQOEETOXW}

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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

Agentic AI-Based Joint Computing and Networking via Mixture of Experts and Large Language Models

Receipt and verification

First computed	2026-07-05T11:31:33.068606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98c295e97503a70940225160e2126ebdbfc17625d4b405ca156cded1e33a55ea

Aliases

arxiv: 2507.02689 · arxiv_version: 2507.02689v1 · doi: 10.48550/arxiv.2507.02689 · pith_short_12: TDBJL2LVAOTQ · pith_short_16: TDBJL2LVAOTQSQBC · pith_short_8: TDBJL2LV

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/TDBJL2LVAOTQSQBCKFQOEETOXW \
  | 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: 98c295e97503a70940225160e2126ebdbfc17625d4b405ca156cded1e33a55ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "940d9eb57095a95b75811c04900503227c5239351241b34b363dba803f06de64",
    "cross_cats_sorted": [
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-07-03T14:59:42Z",
    "title_canon_sha256": "da47699f2f1b27c0f998b774db8beccec1d9676dd8429182a1a00f271f1f8455"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02689",
    "kind": "arxiv",
    "version": 1
  }
}