Pith Number

pith:E7Z5VL5S

pith:2026:E7Z5VL5SWKCEBBHNPPTWX3EB7F

not attested not anchored not stored refs pending

A Multi-Layer Cloud-IDS Pipeline with LLM and Adaptive Q-Learning Calibration

Daniyal Munir, Farzana Zahid, Hans D. Schotten, Ibrar Ali Shah, Syed Waqas Ali

arxiv:2605.15889 v1 · 2026-05-15 · 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{E7Z5VL5SWKCEBBHNPPTWX3EB7F}

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	2026-05-20T00:01:23.924367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27f3daafb2b2844084ed7be76bec81f9729be90b865ef47ca60b9a1276950677

Aliases

arxiv: 2605.15889 · arxiv_version: 2605.15889v1 · doi: 10.48550/arxiv.2605.15889 · pith_short_12: E7Z5VL5SWKCE · pith_short_16: E7Z5VL5SWKCEBBHN · pith_short_8: E7Z5VL5S

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/E7Z5VL5SWKCEBBHNPPTWX3EB7F \
  | 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: 27f3daafb2b2844084ed7be76bec81f9729be90b865ef47ca60b9a1276950677

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5c5fa34918a0ff84bfa1775290f9614ba785c15d90fbef989b6d92873055b8f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-05-15T12:19:34Z",
    "title_canon_sha256": "f28a2212d8ed91a6a45b91d3a4792609fca2f7a062b445aaf7d8251f3ef1d4ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.15889",
    "kind": "arxiv",
    "version": 1
  }
}