Pith Number

pith:ODR6WWAZ

pith:2019:ODR6WWAZGHGJZXLBCFA6WGFC2C

not attested not anchored not stored refs pending

GEE: A Gradient-based Explainable Variational Autoencoder for Network Anomaly Detection

Dinil Mon Divakaran, Kar Wai Lim, Kian Hsiang Low, Mun Choon Chan, Quoc Phong Nguyen

arxiv:1903.06661 v1 · 2019-03-15 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ODR6WWAZGHGJZXLBCFA6WGFC2C}

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	2026-05-17T23:51:10.176367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70e3eb581931cc9cdd611141eb18a2d098170c8d47866f0645941cf1da5602aa

Aliases

arxiv: 1903.06661 · arxiv_version: 1903.06661v1 · doi: 10.48550/arxiv.1903.06661 · pith_short_12: ODR6WWAZGHGJ · pith_short_16: ODR6WWAZGHGJZXLB · pith_short_8: ODR6WWAZ

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/ODR6WWAZGHGJZXLBCFA6WGFC2C \
  | 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: 70e3eb581931cc9cdd611141eb18a2d098170c8d47866f0645941cf1da5602aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6650908b42d7dc31ee78dbc5df3c1b61d1180419554c058bf319dff4eb609d45",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-15T16:58:34Z",
    "title_canon_sha256": "cb8a1bbd32ddc6cb847b5e37a1ce8313c3ad1e9c9e390ab8ca8c0da9830b5d0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.06661",
    "kind": "arxiv",
    "version": 1
  }
}