Pith Number

pith:TDOGC2OT

pith:2021:TDOGC2OTXVOZWCKERL7FO6ZQIW

not attested not anchored not stored refs pending

Federated Learning for Intrusion Detection System: Concepts, Challenges and Future Directions

Gokul Yenduri, Kandaraj Piamrat, Ons Aouedi, Praveen Kumar Reddy Maddikunta, Sagnik Sarkar, Shaashwat Agrawal, Sweta Bhattacharya, Thippa Reddy Gadekallu

arxiv:2106.09527 v1 · 2021-06-16 · 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{TDOGC2OTXVOZWCKERL7FO6ZQIW}

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	2026-07-05T02:50:17.103705Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98dc6169d3bd5d9b09448afe577b3045a7fb8f106e152866997f37d963b1723a

Aliases

arxiv: 2106.09527 · arxiv_version: 2106.09527v1 · doi: 10.48550/arxiv.2106.09527 · pith_short_12: TDOGC2OTXVOZ · pith_short_16: TDOGC2OTXVOZWCKE · pith_short_8: TDOGC2OT

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/TDOGC2OTXVOZWCKERL7FO6ZQIW \
  | 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: 98dc6169d3bd5d9b09448afe577b3045a7fb8f106e152866997f37d963b1723a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c4a93dbcedb66dbd4f0e05458e4706a253e34014876d60f90075bca9e0d0112",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-06-16T13:13:04Z",
    "title_canon_sha256": "3d0bb8a31c4c22078f069abbaee18525aebaa8a1cfd3d204626c2515c179b2e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.09527",
    "kind": "arxiv",
    "version": 1
  }
}