Pith Number

pith:ZRQEEXS6

pith:2019:ZRQEEXS6TO6H3I4M5I3WHMOBU2

not attested not anchored not stored refs pending

Finding Needles in a Moving Haystack: Prioritizing Alerts with Adversarial Reinforcement Learning

Aron Laszka, Chao Yan, Liang Tong, Ning Zhang, Yevgeniy Vorobeychik

arxiv:1906.08805 v1 · 2019-06-20 · cs.CR · cs.AI · cs.GT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZRQEEXS6TO6H3I4M5I3WHMOBU2}

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.

Cited by

1 paper in Pith

PACT: Reducing Alert Fatigue in Low-Prevalence SOC Streams with Triggered Active Learning

Receipt and verification

First computed	2026-05-17T23:42:47.863660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc60425e5e9bbc7da38cea3763b1c1a6ae684fa2ce199715e1c65faaf544a3a9

Aliases

arxiv: 1906.08805 · arxiv_version: 1906.08805v1 · doi: 10.48550/arxiv.1906.08805 · pith_short_12: ZRQEEXS6TO6H · pith_short_16: ZRQEEXS6TO6H3I4M · pith_short_8: ZRQEEXS6

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/ZRQEEXS6TO6H3I4M5I3WHMOBU2 \
  | 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: cc60425e5e9bbc7da38cea3763b1c1a6ae684fa2ce199715e1c65faaf544a3a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cb56757ac1a2e6e9b15adbb57f75ccf347cf38a65244488bf022cb644a3baf0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-06-20T18:47:06Z",
    "title_canon_sha256": "4de6d228949b1a0582bebaf55b2b409d93963b9141dae3ef662378984580fcaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08805",
    "kind": "arxiv",
    "version": 1
  }
}