Pith Number

pith:AOU3DLMW

pith:2020:AOU3DLMWYYPJNAIKF4H2CEDLPG

not attested not anchored not stored refs pending

PipeTune: Pipeline Parallelism of Hyper and System Parameters Tuning for Deep Learning Clusters

Isabelly Rocha, Lydia Y. Chen, Nathaniel Morris, Pascal Felber, Robert Birke, Valerio Schiavoni

arxiv:2010.00501 v2 · 2020-10-01 · 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{AOU3DLMWYYPJNAIKF4H2CEDLPG}

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.

Receipt and verification

First computed	2026-07-05T01:39:45.736445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03a9b1ad96c61e96810a2f0fa1106b7982a1e89148ac8df6a9eefb2a504d1ba6

Aliases

arxiv: 2010.00501 · arxiv_version: 2010.00501v2 · doi: 10.48550/arxiv.2010.00501 · pith_short_12: AOU3DLMWYYPJ · pith_short_16: AOU3DLMWYYPJNAIK · pith_short_8: AOU3DLMW

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/AOU3DLMWYYPJNAIKF4H2CEDLPG \
  | 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: 03a9b1ad96c61e96810a2f0fa1106b7982a1e89148ac8df6a9eefb2a504d1ba6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48432285a8d5248938b0e11c45c4c771d27755c4f0b50bb3da8b191a83dcd739",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2020-10-01T15:47:55Z",
    "title_canon_sha256": "cdd489c18fd21847511dd6224e2ee813b7f1b968a22da18711e4051294bcf82b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.00501",
    "kind": "arxiv",
    "version": 2
  }
}