Pith Number

pith:NT5SMIHR

pith:2023:NT5SMIHRMYP3SWKUFL3BSBWSS6

not attested not anchored not stored refs pending

Enabling End-to-End Secure Federated Learning in Biomedical Research on Heterogeneous Computing Environments with APPFLx

E. A. Huerta, Jordan Fuhrman, Kibaek Kim, Maryellen Giger, Miao Li, Minseok Ryu, Pranshu Chaturvedi, Ravi Madduri, Ryan Chard, Trung-Hieu Hoang, Zilinghan Li

arxiv:2312.08701 v1 · 2023-12-14 · 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{NT5SMIHRMYP3SWKUFL3BSBWSS6}

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.

Cited by

1 paper in Pith

FedCostAware: Enabling Cost-Aware Federated Learning on the Cloud

Receipt and verification

First computed	2026-07-05T07:24:08.236884Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cfb2620f1661fb959542af61906d297bb55f98d44ccc03e91e221d645fa8eeb

Aliases

arxiv: 2312.08701 · arxiv_version: 2312.08701v1 · doi: 10.48550/arxiv.2312.08701 · pith_short_12: NT5SMIHRMYP3 · pith_short_16: NT5SMIHRMYP3SWKU · pith_short_8: NT5SMIHR

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/NT5SMIHRMYP3SWKUFL3BSBWSS6 \
  | 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: 6cfb2620f1661fb959542af61906d297bb55f98d44ccc03e91e221d645fa8eeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "445052cbd725cfd63b2e8a66f62b793b920c0a61577a2c194bd07d7b6f8c3d01",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-12-14T07:34:34Z",
    "title_canon_sha256": "f892bb1667aa6facba69b5bf7e340e2f21c3bbfd264b61d9b6230ad9478c487d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08701",
    "kind": "arxiv",
    "version": 1
  }
}