Pith. sign in
Pith Number

pith:AELVOIDE

pith:2025:AELVOIDES3DO5NDYHTWBEI32M5
not attested not anchored not stored refs pending

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection

Akruti Sinha, Shivesh Madan Nath Jha, Xuanhao Luo, Yuchen Liu, Zhizhen Li

arxiv:2509.05936 v1 · 2025-09-07 · cs.NI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AELVOIDES3DO5NDYHTWBEI32M5}

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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 2026-07-05T12:06:26.896067Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

011757206496c6eeb4783cec12237a677516654cdce86e8990ef9beef04fb35a

Aliases

arxiv: 2509.05936 · arxiv_version: 2509.05936v1 · doi: 10.48550/arxiv.2509.05936 · pith_short_12: AELVOIDES3DO · pith_short_16: AELVOIDES3DO5NDY · pith_short_8: AELVOIDE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AELVOIDES3DO5NDYHTWBEI32M5 \
  | 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: 011757206496c6eeb4783cec12237a677516654cdce86e8990ef9beef04fb35a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "214ee50060a891a34e3126431cf228c732b1aafd827373c17853ba951135fb69",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-09-07T05:56:01Z",
    "title_canon_sha256": "0d8fe474cd68f9e1a88048d9f18030e5b788529ae0f94381f48cb9309b2ae42f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.05936",
    "kind": "arxiv",
    "version": 1
  }
}