Pith Number

pith:KZUOK5FQ

pith:2022:KZUOK5FQTNXWHOODDYRW4AA6QY

not attested not anchored not stored refs pending

ALT: Boosting Deep Learning Performance by Breaking the Wall between Graph and Operator Level Optimizations

Guihai Chen, Haipeng Dai, Hao Cheng, Haoran Wan, Hongding Peng, Jiafan Xu, Kun Wang, Wei Wang, Xiaoliang Wang, Yixu Xu, Zhiying Xu

arxiv:2210.12415 v4 · 2022-10-22 · cs.LG · 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{KZUOK5FQTNXWHOODDYRW4AA6QY}

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	2026-07-05T05:11:44.323392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5668e574b09b6f63b9c31e236e001e8635b37877b0e61b2940a7a70c2afdf6b2

Aliases

arxiv: 2210.12415 · arxiv_version: 2210.12415v4 · doi: 10.48550/arxiv.2210.12415 · pith_short_12: KZUOK5FQTNXW · pith_short_16: KZUOK5FQTNXWHOOD · pith_short_8: KZUOK5FQ

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/KZUOK5FQTNXWHOODDYRW4AA6QY \
  | 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: 5668e574b09b6f63b9c31e236e001e8635b37877b0e61b2940a7a70c2afdf6b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "033fadbbfbd39309cad5fcb0277299b68dd8b09498a465db47ab8f9c5ba98911",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-22T11:09:36Z",
    "title_canon_sha256": "ff25753f35a02aa4bdd33ec0b63e91c09ec5b06c8e8d1da416d91822d0f4efa3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12415",
    "kind": "arxiv",
    "version": 4
  }
}