Pith Number

pith:KZMCGDYF

pith:2024:KZMCGDYF375HS6LSFDNZWMARIV

not attested not anchored not stored refs pending

Large Language Models for Knowledge-Free Network Management: Feasibility Study and Opportunities

Hoon Lee, Inkyu Lee, Merouane Debbah, Mintae Kim, Namyoon Lee, Seunghwan Baek

arxiv:2410.17259 v1 · 2024-10-06 · cs.NI · cs.IT · cs.LG · math.IT

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\usepackage{pith}
\pithnumber{KZMCGDYF375HS6LSFDNZWMARIV}

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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

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

Receipt and verification

First computed	2026-07-05T09:24:19.308428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5658230f05dffa79797228db9b3011454586701c3f0a17c90e42584e55d5a0a8

Aliases

arxiv: 2410.17259 · arxiv_version: 2410.17259v1 · doi: 10.48550/arxiv.2410.17259 · pith_short_12: KZMCGDYF375H · pith_short_16: KZMCGDYF375HS6LS · pith_short_8: KZMCGDYF

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/KZMCGDYF375HS6LSFDNZWMARIV \
  | 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: 5658230f05dffa79797228db9b3011454586701c3f0a17c90e42584e55d5a0a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93aee8eb9eec3906a3343a8d1d7c6250b7a62dac2ef7da8164059af32de9755a",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-10-06T07:42:23Z",
    "title_canon_sha256": "a6df95f4085085d948c1dd9936738c3d86b10f168753f8e3d1453dcf81fb811f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17259",
    "kind": "arxiv",
    "version": 1
  }
}