Pith Number

pith:CS2TXW7Z

pith:2024:CS2TXW7ZFGGEIWTSLRJVBTJCJW

not attested not anchored not stored refs pending

Priority-Aware Model-Distributed Inference at Edge Networks

Hulya Seferoglu, Teng Li

arxiv:2412.12371 v1 · 2024-12-16 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CS2TXW7ZFGGEIWTSLRJVBTJCJW}

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

Model-Distributed Inference for Large Language Models at the Edge

Receipt and verification

First computed	2026-07-05T09:50:13.990636Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14b53bdbf9298c445a725c5350cd224d84e5662f34b53c51a1f5b2d26b7e135a

Aliases

arxiv: 2412.12371 · arxiv_version: 2412.12371v1 · doi: 10.48550/arxiv.2412.12371 · pith_short_12: CS2TXW7ZFGGE · pith_short_16: CS2TXW7ZFGGEIWTS · pith_short_8: CS2TXW7Z

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/CS2TXW7ZFGGEIWTSLRJVBTJCJW \
  | 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: 14b53bdbf9298c445a725c5350cd224d84e5662f34b53c51a1f5b2d26b7e135a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abb56078cfa3bbeff005f78681bfefa2abfb674c122e630ab1d1e9669445b8d1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-12-16T22:01:55Z",
    "title_canon_sha256": "3142965e19b47bafd2627e789c87dc39f8f273e2f516fb577e8b5d9a7858aae8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12371",
    "kind": "arxiv",
    "version": 1
  }
}