Pith Number

pith:IXSAUHZY

pith:2024:IXSAUHZYFOADR4BWZRUZHH7PJA

not attested not anchored not stored refs pending

DF-GNN: Dynamic Fusion Framework for Attention Graph Neural Networks on GPUs

Jiahui Liu, Minjie Wang, Zhenkun Cai, Zhiyong Chen

arxiv:2411.16127 v1 · 2024-11-25 · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IXSAUHZYFOADR4BWZRUZHH7PJA}

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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

On Efficient Scaling of GNNs via IO-Aware Layers Implementations

Receipt and verification

First computed	2026-07-05T09:40:04.587355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45e40a1f382b8038f036cc69939fef4823cd8d5f27710cc7e8539944a3c3ca3b

Aliases

arxiv: 2411.16127 · arxiv_version: 2411.16127v1 · doi: 10.48550/arxiv.2411.16127 · pith_short_12: IXSAUHZYFOAD · pith_short_16: IXSAUHZYFOADR4BW · pith_short_8: IXSAUHZY

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/IXSAUHZYFOADR4BWZRUZHH7PJA \
  | 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: 45e40a1f382b8038f036cc69939fef4823cd8d5f27710cc7e8539944a3c3ca3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2bcc4a6b45c6180c509c60e6fe5b8591db6c569ee176deb3b47b78fbde8b4b7",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T06:26:58Z",
    "title_canon_sha256": "848187065b2ab8a3391236b472fc4dd5cfecc549bd7d630dcea3f15a52375294"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16127",
    "kind": "arxiv",
    "version": 1
  }
}