Pith Number

pith:OYAIMLAJ

pith:2024:OYAIMLAJGYD532DOWGHPVP563X

not attested not anchored not stored refs pending

EdgeShard: Efficient LLM Inference via Collaborative Edge Computing

Jiannong Cao, Mingjin Zhang, Xiaoming Shen, Zeyang Cui

arxiv:2405.14371 v1 · 2024-05-23 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OYAIMLAJGYD532DOWGHPVP563X}

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

Image Prompt Reconstruction Attacks on Distributed MLLM Inference Frameworks

Receipt and verification

First computed	2026-07-05T08:22:13.781484Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7600862c093607dde86eb18efabfbedddb68cdb4b927a21f47073e77c347f331

Aliases

arxiv: 2405.14371 · arxiv_version: 2405.14371v1 · doi: 10.48550/arxiv.2405.14371 · pith_short_12: OYAIMLAJGYD5 · pith_short_16: OYAIMLAJGYD532DO · pith_short_8: OYAIMLAJ

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/OYAIMLAJGYD532DOWGHPVP563X \
  | 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: 7600862c093607dde86eb18efabfbedddb68cdb4b927a21f47073e77c347f331

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "595756013449d16e878bed72a9892d9f0a8b40307ca4914998b74bcd935d5155",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-05-23T09:46:22Z",
    "title_canon_sha256": "74f80ffa96a831da11859394930598907ce8275de36ad976631ec1ddfc5210c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14371",
    "kind": "arxiv",
    "version": 1
  }
}