Pith Number

pith:MHEHUHFO

pith:2024:MHEHUHFO7WQKOD5U75AA6UZ6AW

not attested not anchored not stored refs pending

FedGAT: A Privacy-Preserving Federated Approximation Algorithm for Graph Attention Networks

Carlee Joe-Wong, Ryan Li, Siddharth Ambekar, Yuhang Yao

arxiv:2412.16144 v1 · 2024-12-20 · 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{MHEHUHFO7WQKOD5U75AA6UZ6AW}

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	2026-07-05T09:52:35.776258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61c87a1caefda0a70fb4ff400f533e05a9307d32434895a405f592c3f3be608a

Aliases

arxiv: 2412.16144 · arxiv_version: 2412.16144v1 · doi: 10.48550/arxiv.2412.16144 · pith_short_12: MHEHUHFO7WQK · pith_short_16: MHEHUHFO7WQKOD5U · pith_short_8: MHEHUHFO

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/MHEHUHFO7WQKOD5U75AA6UZ6AW \
  | 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: 61c87a1caefda0a70fb4ff400f533e05a9307d32434895a405f592c3f3be608a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a3ddea2c3f88a8543ec8e301218a151a7da0828dd138139036e8eea8195b299",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T18:48:46Z",
    "title_canon_sha256": "1557dfef8fadb88fb23a9ed8900466a66a19490b23b268e5cd1f49897bb696a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16144",
    "kind": "arxiv",
    "version": 1
  }
}