Pith Number

pith:YKVIVL25

pith:2025:YKVIVL25RKUGFBIFKD4AYPGCNA

not attested not anchored not stored refs pending

Privacy-Preserving Hybrid Ensemble Model for Network Anomaly Detection: Balancing Security and Data Protection

Haoyuan Ma, Jing Peng, Jiren Wang, Shaobo Liu, Weijie He, Zihao Zhao

arxiv:2502.09001 v1 · 2025-02-13 · 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{YKVIVL25RKUGFBIFKD4AYPGCNA}

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	2026-07-05T10:16:21.044415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2aa8aaf5d8aa862850550f80c3cc26829e0e8925f3ef906cf4a0df71575ea31

Aliases

arxiv: 2502.09001 · arxiv_version: 2502.09001v1 · doi: 10.48550/arxiv.2502.09001 · pith_short_12: YKVIVL25RKUG · pith_short_16: YKVIVL25RKUGFBIF · pith_short_8: YKVIVL25

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/YKVIVL25RKUGFBIFKD4AYPGCNA \
  | 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: c2aa8aaf5d8aa862850550f80c3cc26829e0e8925f3ef906cf4a0df71575ea31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd387ea12dee67ec343277cde131bcad4a36f1097fdd9b8a443952304b4a4fbd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-13T06:33:16Z",
    "title_canon_sha256": "79018342ab20d321ef5836f80dbae72bdab58a66f35fcfd55c7ff4cd15889fe0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09001",
    "kind": "arxiv",
    "version": 1
  }
}