Pith. sign in
Pith Number

pith:ZIQDXWKA

pith:2022:ZIQDXWKALCIKW2ERBN6E56RWT6
not attested not anchored not stored refs pending

Benchmarking GPU and TPU Performance with Graph Neural Networks

Daniel Murnane, Nicholas Choma, Paolo Calafiura, Steven Farrell, Xiangyang Ju, Yunsong Wang

arxiv:2210.12247 v1 · 2022-10-21 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZIQDXWKALCIKW2ERBN6E56RWT6}

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 2026-07-05T05:09:25.716237Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca203bd9405890ab68910b7c4efa369fb4f3d515b778198b9beb10010c50ee23

Aliases

arxiv: 2210.12247 · arxiv_version: 2210.12247v1 · doi: 10.48550/arxiv.2210.12247 · pith_short_12: ZIQDXWKALCIK · pith_short_16: ZIQDXWKALCIKW2ER · pith_short_8: ZIQDXWKA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZIQDXWKALCIKW2ERBN6E56RWT6 \
  | 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: ca203bd9405890ab68910b7c4efa369fb4f3d515b778198b9beb10010c50ee23
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "00da57e206edf33fa5fdea9364869774f6f596d4bc8894011aa85b98131bf561",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-21T21:03:40Z",
    "title_canon_sha256": "ba5fa5de89b001f8006b983f6d2e84c66bc3727e8fac1e2c3a7073f777a16083"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12247",
    "kind": "arxiv",
    "version": 1
  }
}