Pith. sign in
Pith Number

pith:5PP2B3GM

pith:2026:5PP2B3GMVAU7SMR4I2J67VVYT3
not attested not anchored not stored refs pending

A Multi-Model Hybrid Defense Approach Against White-box Adversarial Attacks in Computer Network Traffic

Khushnaseeb Roshan

arxiv:2607.17105 v1 · 2026-07-19 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5PP2B3GMVAU7SMR4I2J67VVYT3}

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 2026-07-21T01:21:16.090910Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ebdfa0eccca829f9323c4693efd6b89ec5aa9c1a3483d5a11eb745468391dc96

Aliases

arxiv: 2607.17105 · arxiv_version: 2607.17105v1 · doi: 10.48550/arxiv.2607.17105 · pith_short_12: 5PP2B3GMVAU7 · pith_short_16: 5PP2B3GMVAU7SMR4 · pith_short_8: 5PP2B3GM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5PP2B3GMVAU7SMR4I2J67VVYT3 \
  | 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: ebdfa0eccca829f9323c4693efd6b89ec5aa9c1a3483d5a11eb745468391dc96
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "622d3f41313b78c615179620c15a740e70a735ea355165b8b26d76ad27770ebd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-19T07:20:37Z",
    "title_canon_sha256": "64505ead49c2ef4a17187eff4d06eefaef21e17666f8103e570162a85cd4cade"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17105",
    "kind": "arxiv",
    "version": 1
  }
}