Pith Number

pith:GA47CQIB

pith:2025:GA47CQIBESONQPAB64RUBHFSBX

not attested not anchored not stored refs pending

Prediction-Assisted Online Distributed Deep Learning Workload Scheduling in GPU Clusters

Jia Liu, Myungjin Lee, Ness B. Shroff, Ziyue Luo

arxiv:2501.05563 v1 · 2025-01-09 · 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{GA47CQIBESONQPAB64RUBHFSBX}

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	2026-07-05T09:59:25.134144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3039f14101249cd83c01f723409cb20dcb1b524e4d0e5b0c063de4b26cc57cb6

Aliases

arxiv: 2501.05563 · arxiv_version: 2501.05563v1 · doi: 10.48550/arxiv.2501.05563 · pith_short_12: GA47CQIBESON · pith_short_16: GA47CQIBESONQPAB · pith_short_8: GA47CQIB

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/GA47CQIBESONQPAB64RUBHFSBX \
  | 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: 3039f14101249cd83c01f723409cb20dcb1b524e4d0e5b0c063de4b26cc57cb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c912ab1e7cef5ff8b6d356b64c8b82396a9ab192a3b0cbb266b39b201ed62615",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-09T20:19:01Z",
    "title_canon_sha256": "507226e4c70bea297e8958ad0dd81a69eea6e0d58653b67e51d512365bebbe04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05563",
    "kind": "arxiv",
    "version": 1
  }
}