Pith Number

pith:2Y25L7FX

pith:2026:2Y25L7FXTQBJZIYLRE3X6IHDM3

not attested not anchored not stored refs pending

Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

Abu Saleh Md Tayeen, Huiping Cao, Jayashree Harikumar, Jiefei Liu, Pratyay Kumar, Qixu Gong, Satyajayant Misra, Wenbin Jiang

arxiv:2607.01305 v1 · 2026-07-01 · cs.CR · cs.AI · 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{2Y25L7FXTQBJZIYLRE3X6IHDM3}

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	2026-07-03T00:16:56.891271Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d635d5fcb79c029ca30b89377f20e366da17c47587d0b1154f78e373b6f1668c

Aliases

arxiv: 2607.01305 · arxiv_version: 2607.01305v1 · doi: 10.48550/arxiv.2607.01305 · pith_short_12: 2Y25L7FXTQBJ · pith_short_16: 2Y25L7FXTQBJZIYL · pith_short_8: 2Y25L7FX

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/2Y25L7FXTQBJZIYLRE3X6IHDM3 \
  | 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: d635d5fcb79c029ca30b89377f20e366da17c47587d0b1154f78e373b6f1668c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbea3509e1c5ade5da1d8f5d740c9125f8a24626bf0b877090239ef85e752acd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-01T16:37:49Z",
    "title_canon_sha256": "add154d337a8d4e7f11f65f838d46fe59a938efd7b8e6652fca0fda2896dcebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.01305",
    "kind": "arxiv",
    "version": 1
  }
}