Pith Number

pith:AZ6AVSP6

pith:2023:AZ6AVSP67PA3DVVDSFBMKJIEQG

not attested not anchored not stored refs pending

MARS: Exploiting Multi-Level Parallelism for DNN Workloads on Adaptive Multi-Accelerator Systems

Chentao Wu, Guan Shen, Jieru Zhao, Minyi Guo, Quan Chen, Wenchao Ding, Zeke Wang, Zhe Lin

arxiv:2307.12234 v1 · 2023-07-23 · cs.DC · cs.AI · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AZ6AVSP67PA3DVVDSFBMKJIEQG}

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	2026-07-05T06:33:51.368401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

067c0ac9fefbc1b1d6a39142c52504818725c384b2fa3e00aaf14a5503487b3e

Aliases

arxiv: 2307.12234 · arxiv_version: 2307.12234v1 · doi: 10.48550/arxiv.2307.12234 · pith_short_12: AZ6AVSP67PA3 · pith_short_16: AZ6AVSP67PA3DVVD · pith_short_8: AZ6AVSP6

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/AZ6AVSP67PA3DVVDSFBMKJIEQG \
  | 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: 067c0ac9fefbc1b1d6a39142c52504818725c384b2fa3e00aaf14a5503487b3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "024f492fa5801ff86baf972def2021d744b3b8f36e08534dae4443b561df30bc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-07-23T05:50:37Z",
    "title_canon_sha256": "12315d2bfe7ed155772d5f206dbe06c67c3d8dcb9d06f754bc2cce0ff503023a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12234",
    "kind": "arxiv",
    "version": 1
  }
}