Pith Number

pith:VLWJAYRC

pith:2026:VLWJAYRCQMKBGPELC7R3YDSNLR

not attested not anchored not stored refs pending

Categorical Robustness Assessment for Machine Learning based Network Intrusion Detection Systems

Gokhan Kul, Lance Fiondella, Mayank Raj, Nathaniel D. Bastian

arxiv:2606.12075 v1 · 2026-06-10 · 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{VLWJAYRCQMKBGPELC7R3YDSNLR}

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	2026-06-11T01:10:46.291883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaec9062228314133c8b17e3bc0e4d5c6ea4847c51e24bc08add41361445748b

Aliases

arxiv: 2606.12075 · arxiv_version: 2606.12075v1 · doi: 10.48550/arxiv.2606.12075 · pith_short_12: VLWJAYRCQMKB · pith_short_16: VLWJAYRCQMKBGPEL · pith_short_8: VLWJAYRC

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/VLWJAYRCQMKBGPELC7R3YDSNLR \
  | 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: aaec9062228314133c8b17e3bc0e4d5c6ea4847c51e24bc08add41361445748b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1505577258e279187ed69f4ff46236a3ba0c3daf440281c0b91baeb76e5ecfb5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-06-10T13:41:44Z",
    "title_canon_sha256": "2ce3d272d20fdc62a354fb24749faa7880b6677edfae7967bba561689b76ef50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12075",
    "kind": "arxiv",
    "version": 1
  }
}