Pith Number

pith:6LMTF3KS

pith:2024:6LMTF3KSZ7BWIWIUBVPEBN4K4A

not attested not anchored not stored refs pending

Deep Learning for Network Anomaly Detection under Data Contamination: Evaluating Robustness and Mitigating Performance Degradation

Arian Soltani, D'Jeff K. Nkashama, Froduald Kabanza, Jean-Charles Verdier, Jordan Masakuna F\'elicien, Marc Frappier, Pierre-Martin Tardif

arxiv:2407.08838 v2 · 2024-07-11 · cs.LG · cs.CR · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6LMTF3KSZ7BWIWIUBVPEBN4K4A}

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.

Cited by

1 paper in Pith

Contrastive Self-Supervised Network Intrusion Detection using Augmented Negative Pairs

Receipt and verification

First computed	2026-07-05T09:06:27.564264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2d932ed52cfc36459140d5e40b78ae00d803139c37c326e4cdd28bce45cf54d

Aliases

arxiv: 2407.08838 · arxiv_version: 2407.08838v2 · doi: 10.48550/arxiv.2407.08838 · pith_short_12: 6LMTF3KSZ7BW · pith_short_16: 6LMTF3KSZ7BWIWIU · pith_short_8: 6LMTF3KS

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/6LMTF3KSZ7BWIWIUBVPEBN4K4A \
  | 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: f2d932ed52cfc36459140d5e40b78ae00d803139c37c326e4cdd28bce45cf54d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c10249f40a76108c1ba0d50b22b53a36565e3f29dd98b87754083bd3680eed4",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-11T19:47:37Z",
    "title_canon_sha256": "9cc3e4e81a016ba920c114e0e7423ae9e24c44a14449ed91c07d19614ea0b8f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08838",
    "kind": "arxiv",
    "version": 2
  }
}