Pith Number

pith:KKB3BH4Y

pith:2025:KKB3BH4YXSSFOXH7FM3A6YQRCW

not attested not anchored not stored refs pending

Model-Distributed Inference for Large Language Models at the Edge

Davide Macario, Erdem Koyuncu, Hulya Seferoglu

arxiv:2505.18164 v1 · 2025-05-13 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKB3BH4YXSSFOXH7FM3A6YQRCW}

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

Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration

Receipt and verification

First computed	2026-07-05T11:08:42.217269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5283b09f98bca4575cff2b360f621115a936d1eb4c0d844337269ecd2b1abb47

Aliases

arxiv: 2505.18164 · arxiv_version: 2505.18164v1 · doi: 10.48550/arxiv.2505.18164 · pith_short_12: KKB3BH4YXSSF · pith_short_16: KKB3BH4YXSSFOXH7 · pith_short_8: KKB3BH4Y

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/KKB3BH4YXSSFOXH7FM3A6YQRCW \
  | 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: 5283b09f98bca4575cff2b360f621115a936d1eb4c0d844337269ecd2b1abb47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "094d948d6a1f4a5352c0cb604a2f5b3878947889683d9908060e138ea798d752",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-13T12:07:37Z",
    "title_canon_sha256": "dca0e231eb1e0bdf97958d4ec10126c464db907a920cf02060fc5ed34dff4728"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18164",
    "kind": "arxiv",
    "version": 1
  }
}