Pith Number

pith:WMYOHYJ5

pith:2021:WMYOHYJ5HBXU27KE4X62ML64IE

not attested not anchored not stored refs pending

Pipeline Parallelism for Inference on Heterogeneous Edge Computing

Connor Imes, John Paul N. Walters, Peter A. Beerel, Souvik Kundu, Stephen P. Crago, Xuanang Zhao, Yang Hu

arxiv:2110.14895 v1 · 2021-10-28 · 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{WMYOHYJ5HBXU27KE4X62ML64IE}

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

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities

Receipt and verification

First computed	2026-07-05T03:26:48.709535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b330e3e13d386f4d7d44e5fda62fdc4134d2a0d9938da82363ceb1f680264a5f

Aliases

arxiv: 2110.14895 · arxiv_version: 2110.14895v1 · doi: 10.48550/arxiv.2110.14895 · pith_short_12: WMYOHYJ5HBXU · pith_short_16: WMYOHYJ5HBXU27KE · pith_short_8: WMYOHYJ5

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/WMYOHYJ5HBXU27KE4X62ML64IE \
  | 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: b330e3e13d386f4d7d44e5fda62fdc4134d2a0d9938da82363ceb1f680264a5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43675946c4cd87dad1c7bb68b3ceca0f2a0c80bab56bd3330e1aa84bee0c47b0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-10-28T05:20:51Z",
    "title_canon_sha256": "7bb5fef09db482b9a73a3a88061a264f101a68ae6687446329a0d8027acce6e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14895",
    "kind": "arxiv",
    "version": 1
  }
}