Pith Number

pith:NQOSFHZY

pith:2024:NQOSFHZYWRTND2RS7YEDS7AXVV

not attested not anchored not stored refs pending

Resource Allocation and Workload Scheduling for Large-Scale Distributed Deep Learning: A Survey

Chengming Li, Feng Liang, Haifeng Lu, Victor C. M. Leung, Xiping Hu, Yanyi Guo, Zhen Zhang

arxiv:2406.08115 v1 · 2024-06-12 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQOSFHZYWRTND2RS7YEDS7AXVV}

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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

StickyInvoc: Rethinking Task Models for High-throughput Workflows in the LLM Era

Receipt and verification

First computed	2026-07-05T08:30:54.908085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c1d229f38b466d1ea32fe08397c17ad65c4555c2874d51148674fb24d94e99d

Aliases

arxiv: 2406.08115 · arxiv_version: 2406.08115v1 · doi: 10.48550/arxiv.2406.08115 · pith_short_12: NQOSFHZYWRTN · pith_short_16: NQOSFHZYWRTND2RS · pith_short_8: NQOSFHZY

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/NQOSFHZYWRTND2RS7YEDS7AXVV \
  | 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: 6c1d229f38b466d1ea32fe08397c17ad65c4555c2874d51148674fb24d94e99d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce11ac6d88ca3f30b5a20ca04a35ad717b3654db78f958b76d8fb4554d99cd9b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-12T11:51:44Z",
    "title_canon_sha256": "a3eb440ea5fdae3842746118d7b9a1074cabf80e087764dda11d1aee0cf00fb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08115",
    "kind": "arxiv",
    "version": 1
  }
}