pith. sign in
Pith Number

pith:XSCAQH5S

pith:2019:XSCAQH5S7S4YQSBPBVTDKZHYAA
not attested not anchored not stored refs pending

On Designing Machine Learning Models for Malicious Network Traffic Classification

Alina Oprea, Simona Boboila, Talha Ongun, Timothy Sakharaov, Tina Eliassi-Rad

arxiv:1907.04846 v1 · 2019-07-10 · cs.CR · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XSCAQH5S7S4YQSBPBVTDKZHYAA}

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 2026-05-17T23:40:56.512407Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bc84081fb2fcb988482f0d663564f80013d2d9cbefab74f4601d98c64b00450e

Aliases

arxiv: 1907.04846 · arxiv_version: 1907.04846v1 · doi: 10.48550/arxiv.1907.04846 · pith_short_12: XSCAQH5S7S4Y · pith_short_16: XSCAQH5S7S4YQSBP · pith_short_8: XSCAQH5S
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XSCAQH5S7S4YQSBPBVTDKZHYAA \
  | 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: bc84081fb2fcb988482f0d663564f80013d2d9cbefab74f4601d98c64b00450e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "632c937fb35ee5c81867bb5d038148665a9f7271982d8055d0a4ee09ef6ca8ab",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-07-10T17:50:34Z",
    "title_canon_sha256": "cea6032c1a57b6b7471fdc6e3dc0abc061d8dc8d5402ddfea5dfa3a16ce64fa1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.04846",
    "kind": "arxiv",
    "version": 1
  }
}