Pith Number

pith:DHTYG6T5

pith:2022:DHTYG6T5DP7MZXSKVAVGIZDA4V

not attested not anchored not stored refs pending

CELEST: Federated Learning for Globally Coordinated Threat Detection

Alina Oprea, Jack Davidson, Jason Hiser, Simona Boboila, Talha Ongun, Tina Eliassi-Rad

arxiv:2205.11459 v3 · 2022-05-23 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DHTYG6T5DP7MZXSKVAVGIZDA4V}

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	2026-07-05T05:51:55.910544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19e7837a7d1bfeccde4aa82a646460e553b2210b0c5b5a89b27615914ee0f1d8

Aliases

arxiv: 2205.11459 · arxiv_version: 2205.11459v3 · doi: 10.48550/arxiv.2205.11459 · pith_short_12: DHTYG6T5DP7M · pith_short_16: DHTYG6T5DP7MZXSK · pith_short_8: DHTYG6T5

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/DHTYG6T5DP7MZXSKVAVGIZDA4V \
  | 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: 19e7837a7d1bfeccde4aa82a646460e553b2210b0c5b5a89b27615914ee0f1d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ffbdd10859f21e4311ebd1d5f1d6939c20aa1867e657f33ec5cb09dbc39e616",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-05-23T16:53:22Z",
    "title_canon_sha256": "012aa61e199a3740d7fb995269679692ba8f2550ae7d312476256b74c8199a77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11459",
    "kind": "arxiv",
    "version": 3
  }
}